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  • AAAI-22 Proceedings Cover

    AAAI-22 Technical Tracks 1
    Vol. 36 No. 1

    Thirty-Sixth AAAI Conference on Artificial Intelligence
    Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence
    The Twelveth Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 22–March 1, 2022, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2022, Association for the Advancement of Artificial Intelligence
    1900 Embarcadero Road, Suite 101, Palo Alto, California 94303
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN-10: 1-57735-876-7 (11 issue set)
    ISBN-13: 978-1-57735-876-3 (11 issue set)

    The Thirty-Sixth AAAI Conference on Artificial Intelligence was held virtually from February 22-March 1, 2022. The conference program cochairs were Vasant Honavar (Pennsylvania State University, USA) and Matthijs Spaan (Delft University of Technology, Netherlands).

    The AAAI-22 program consisted of a diverse technical track, student abstracts, poster sessions, invited speakers, tutorials, workshops, and exhibit and competition programs. Additionally, the program included a special track on AI for Social Impact, recognizing that high-quality research on social impact domains often leads to papers that differ from traditional AAAI submissions along multiple dimensions. The conference was colocated with the Thirty-Fourth Innovative Applications of Artificial Intelligence Conference (cochaired by Mark Boddy, Adventium Labs, USA, and Meinolf Sellmann, Shopify, USA). The IAAI conference traditionally consists of case studies of deployed applications with measurable benefits whose value depends on the use of AI technology, as well as emerging applications, which discuss efforts to apply AI tools, techniques, or methods to real world problems. The IAAI papers are included in these proceedings. Also included are the papers from the Twelfth AAAI Symposium on Educational Advances in Artificial Intelligence (cochaired by Michael Guerzhoy, University of Toronto, Canada, and Marion Neumann, Washington University in St. Louis, USA). The EAAI conference invites a broad range of papers on teaching AI and teaching with AI framed as research papers or as experience reports.

    The proceedings have been published in 11 consecutive issues. This issue (volume 36 no. 1) consists of 1217 pages and two tracks:

    AAAI Technical Track on Cognitive Modeling & Cognitive Systems
    AAAI Technical Track on Computer Vision I

  • AAAI-22 Proceedings Cover

    AAAI-22 Technical Tracks 2
    Vol. 36 No. 2

    Thirty-Sixth AAAI Conference on Artificial Intelligence
    Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence
    The Twelveth Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 22–March 1, 2022, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2022, Association for the Advancement of Artificial Intelligence
    1900 Embarcadero Road, Suite 101, Palo Alto, California 94303
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN-10: 1-57735-876-7 (11 issue set)
    ISBN-13: 978-1-57735-876-3 (11 issue set)

    The Thirty-Sixth AAAI Conference on Artificial Intelligence was held virtually from February 22-March 1, 2022. The conference program cochairs were Vasant Honavar (Pennsylvania State University, USA) and Matthijs Spaan (Delft University of Technology, Netherlands).

    The AAAI-22 program consisted of a diverse technical track, student abstracts, poster sessions, invited speakers, tutorials, workshops, and exhibit and competition programs. Additionally, the program included a special track on AI for Social Impact, recognizing that high-quality research on social impact domains often leads to papers that differ from traditional AAAI submissions along multiple dimensions. The conference was colocated with the Thirty-Fourth Innovative Applications of Artificial Intelligence Conference (cochaired by Mark Boddy, Adventium Labs, USA, and Meinolf Sellmann, Shopify, USA). The IAAI conference traditionally consists of case studies of deployed applications with measurable benefits whose value depends on the use of AI technology, as well as emerging applications, which discuss efforts to apply AI tools, techniques, or methods to real world problems. The IAAI papers are included in these proceedings. Also included are the papers from the Twelfth AAAI Symposium on Educational Advances in Artificial Intelligence (cochaired by Michael Guerzhoy, University of Toronto, Canada, and Marion Neumann, Washington University in St. Louis, USA). The EAAI conference invites a broad range of papers on teaching AI and teaching with AI framed as research papers or as experience reports.

    The proceedings have been published in 11 consecutive issues. This issue (volume 36 no. 2) consists of 1221 pages and one track:

    AAAI Technical Track on Computer Vision II

  • AAAI-22 Proceedings Cover

    AAAI-22 Technical Tracks 3
    Vol. 36 No. 3

    Thirty-Sixth AAAI Conference on Artificial Intelligence
    Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence
    The Twelveth Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 22–March 1, 2022, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2022, Association for the Advancement of Artificial Intelligence
    1900 Embarcadero Road, Suite 101, Palo Alto, California 94303
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN-10: 1-57735-876-7 (11 issue set)
    ISBN-13: 978-1-57735-876-3 (11 issue set)

    The Thirty-Sixth AAAI Conference on Artificial Intelligence was held virtually from February 22-March 1, 2022. The conference program cochairs were Vasant Honavar (Pennsylvania State University, USA) and Matthijs Spaan (Delft University of Technology, Netherlands).

    The AAAI-22 program consisted of a diverse technical track, student abstracts, poster sessions, invited speakers, tutorials, workshops, and exhibit and competition programs. Additionally, the program included a special track on AI for Social Impact, recognizing that high-quality research on social impact domains often leads to papers that differ from traditional AAAI submissions along multiple dimensions. The conference was colocated with the Thirty-Fourth Innovative Applications of Artificial Intelligence Conference (cochaired by Mark Boddy, Adventium Labs, USA, and Meinolf Sellmann, Shopify, USA). The IAAI conference traditionally consists of case studies of deployed applications with measurable benefits whose value depends on the use of AI technology, as well as emerging applications, which discuss efforts to apply AI tools, techniques, or methods to real world problems. The IAAI papers are included in these proceedings. Also included are the papers from the Twelfth AAAI Symposium on Educational Advances in Artificial Intelligence (cochaired by Michael Guerzhoy, University of Toronto, Canada, and Marion Neumann, Washington University in St. Louis, USA). The EAAI conference invites a broad range of papers on teaching AI and teaching with AI framed as research papers or as experience reports.

    The proceedings have been published in 11 consecutive issues. This issue (volume 36 no. 3) consists of 1231 pages and one track:

    AAAI Technical Track on Computer Vision III

  • AAAI-22 Proceedings Cover

    AAAI-22 Technical Tracks 4
    Vol. 36 No. 4

    Thirty-Sixth AAAI Conference on Artificial Intelligence
    Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence
    The Twelveth Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 22–March 1, 2022, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2022, Association for the Advancement of Artificial Intelligence
    1900 Embarcadero Road, Suite 101, Palo Alto, California 94303
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN-10: 1-57735-876-7 (11 issue set)
    ISBN-13: 978-1-57735-876-3 (11 issue set)

    The Thirty-Sixth AAAI Conference on Artificial Intelligence was held virtually from February 22-March 1, 2022. The conference program cochairs were Vasant Honavar (Pennsylvania State University, USA) and Matthijs Spaan (Delft University of Technology, Netherlands).

    The AAAI-22 program consisted of a diverse technical track, student abstracts, poster sessions, invited speakers, tutorials, workshops, and exhibit and competition programs. Additionally, the program included a special track on AI for Social Impact, recognizing that high-quality research on social impact domains often leads to papers that differ from traditional AAAI submissions along multiple dimensions. The conference was colocated with the Thirty-Fourth Innovative Applications of Artificial Intelligence Conference (cochaired by Mark Boddy, Adventium Labs, USA, and Meinolf Sellmann, Shopify, USA). The IAAI conference traditionally consists of case studies of deployed applications with measurable benefits whose value depends on the use of AI technology, as well as emerging applications, which discuss efforts to apply AI tools, techniques, or methods to real world problems. The IAAI papers are included in these proceedings. Also included are the papers from the Twelfth AAAI Symposium on Educational Advances in Artificial Intelligence (cochaired by Michael Guerzhoy, University of Toronto, Canada, and Marion Neumann, Washington University in St. Louis, USA). The EAAI conference invites a broad range of papers on teaching AI and teaching with AI framed as research papers or as experience reports.

    The proceedings have been published in 11 consecutive issues. This issue (volume 36 no. 4) consists of 1072 pages and three tracks:

    AAAI Technical Track on Constraint Satisfaction and Optimization
    AAAI Technical Track on Data Mining & Knowledge Management
    AAAI Technical Track on Domain(s) of Application

  • AAAI-22 Proceedings Cover

    AAAI-22 Technical Tracks 5
    Vol. 36 No. 5

    Thirty-Sixth AAAI Conference on Artificial Intelligence
    Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence
    The Twelveth Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 22–March 1, 2022, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2022, Association for the Advancement of Artificial Intelligence
    1900 Embarcadero Road, Suite 101, Palo Alto, California 94303
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN-10: 1-57735-876-7 (11 issue set)
    ISBN-13: 978-1-57735-876-3 (11 issue set)

    The Thirty-Sixth AAAI Conference on Artificial Intelligence was held virtually from February 22-March 1, 2022. The conference program cochairs were Vasant Honavar (Pennsylvania State University, USA) and Matthijs Spaan (Delft University of Technology, Netherlands).

    The AAAI-22 program consisted of a diverse technical track, student abstracts, poster sessions, invited speakers, tutorials, workshops, and exhibit and competition programs. Additionally, the program included a special track on AI for Social Impact, recognizing that high-quality research on social impact domains often leads to papers that differ from traditional AAAI submissions along multiple dimensions. The conference was colocated with the Thirty-Fourth Innovative Applications of Artificial Intelligence Conference (cochaired by Mark Boddy, Adventium Labs, USA, and Meinolf Sellmann, Shopify, USA). The IAAI conference traditionally consists of case studies of deployed applications with measurable benefits whose value depends on the use of AI technology, as well as emerging applications, which discuss efforts to apply AI tools, techniques, or methods to real world problems. The IAAI papers are included in these proceedings. Also included are the papers from the Twelfth AAAI Symposium on Educational Advances in Artificial Intelligence (cochaired by Michael Guerzhoy, University of Toronto, Canada, and Marion Neumann, Washington University in St. Louis, USA). The EAAI conference invites a broad range of papers on teaching AI and teaching with AI framed as research papers or as experience reports.

    The proceedings have been published in 11 consecutive issues. This issue (volume 36 no. 5) consists of 1215 pages and four tracks:

    AAAI Technical Track on Game Theory and Economic Paradigms
    AAAI Technical Track on Humans and AI
    AAAI Technical Track on Intelligent Robotics
    AAAI Technical Track on Knowledge Representation and Reasoning

  • AAAI-22 Proceedings Cover

    AAAI-22 Technical Tracks 6
    Vol. 36 No. 6

    Thirty-Sixth AAAI Conference on Artificial Intelligence
    Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence
    The Twelveth Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 22–March 1, 2022, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2022, Association for the Advancement of Artificial Intelligence
    1900 Embarcadero Road, Suite 101, Palo Alto, California 94303
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN-10: 1-57735-876-7 (11 issue set)
    ISBN-13: 978-1-57735-876-3 (11 issue set)

    The Thirty-Sixth AAAI Conference on Artificial Intelligence was held virtually from February 22-March 1, 2022. The conference program cochairs were Vasant Honavar (Pennsylvania State University, USA) and Matthijs Spaan (Delft University of Technology, Netherlands).

    The AAAI-22 program consisted of a diverse technical track, student abstracts, poster sessions, invited speakers, tutorials, workshops, and exhibit and competition programs. Additionally, the program included a special track on AI for Social Impact, recognizing that high-quality research on social impact domains often leads to papers that differ from traditional AAAI submissions along multiple dimensions. The conference was colocated with the Thirty-Fourth Innovative Applications of Artificial Intelligence Conference (cochaired by Mark Boddy, Adventium Labs, USA, and Meinolf Sellmann, Shopify, USA). The IAAI conference traditionally consists of case studies of deployed applications with measurable benefits whose value depends on the use of AI technology, as well as emerging applications, which discuss efforts to apply AI tools, techniques, or methods to real world problems. The IAAI papers are included in these proceedings. Also included are the papers from the Twelfth AAAI Symposium on Educational Advances in Artificial Intelligence (cochaired by Michael Guerzhoy, University of Toronto, Canada, and Marion Neumann, Washington University in St. Louis, USA). The EAAI conference invites a broad range of papers on teaching AI and teaching with AI framed as research papers or as experience reports.

    The proceedings have been published in 11 consecutive issues. This issue (volume 36 no. 6) consists of 1110 pages and one tracks:

    AAAI Technical Track on Machine Learning I

  • AAAI-22 Proceedings Cover

    AAAI-22 Technical Tracks 7
    Vol. 36 No. 7

    Thirty-Sixth AAAI Conference on Artificial Intelligence
    Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence
    The Twelveth Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 22–March 1, 2022, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2022, Association for the Advancement of Artificial Intelligence
    1900 Embarcadero Road, Suite 101, Palo Alto, California 94303
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN-10: 1-57735-876-7 (11 issue set)
    ISBN-13: 978-1-57735-876-3 (11 issue set)

    The Thirty-Sixth AAAI Conference on Artificial Intelligence was held virtually from February 22-March 1, 2022. The conference program cochairs were Vasant Honavar (Pennsylvania State University, USA) and Matthijs Spaan (Delft University of Technology, Netherlands).

    The AAAI-22 program consisted of a diverse technical track, student abstracts, poster sessions, invited speakers, tutorials, workshops, and exhibit and competition programs. Additionally, the program included a special track on AI for Social Impact, recognizing that high-quality research on social impact domains often leads to papers that differ from traditional AAAI submissions along multiple dimensions. The conference was colocated with the Thirty-Fourth Innovative Applications of Artificial Intelligence Conference (cochaired by Mark Boddy, Adventium Labs, USA, and Meinolf Sellmann, Shopify, USA). The IAAI conference traditionally consists of case studies of deployed applications with measurable benefits whose value depends on the use of AI technology, as well as emerging applications, which discuss efforts to apply AI tools, techniques, or methods to real world problems. The IAAI papers are included in these proceedings. Also included are the papers from the Twelfth AAAI Symposium on Educational Advances in Artificial Intelligence (cochaired by Michael Guerzhoy, University of Toronto, Canada, and Marion Neumann, Washington University in St. Louis, USA). The EAAI conference invites a broad range of papers on teaching AI and teaching with AI framed as research papers or as experience reports.

    The proceedings have been published in 11 consecutive issues. This issue (volume 36 no. 7) consists of 1110 pages and one track:

    AAAI Technical Track on Machine Learning II

  • AAAI-22 Proceedings Cover

    AAAI-22 Technical Tracks 8
    Vol. 36 No. 8

    Thirty-Sixth AAAI Conference on Artificial Intelligence
    Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence
    The Twelveth Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 22–March 1, 2022, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2022, Association for the Advancement of Artificial Intelligence
    1900 Embarcadero Road, Suite 101, Palo Alto, California 94303
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN-10: 1-57735-876-7 (11 issue set)
    ISBN-13: 978-1-57735-876-3 (11 issue set)

    The Thirty-Sixth AAAI Conference on Artificial Intelligence was held virtually from February 22-March 1, 2022. The conference program cochairs were Vasant Honavar (Pennsylvania State University, USA) and Matthijs Spaan (Delft University of Technology, Netherlands).

    The AAAI-22 program consisted of a diverse technical track, student abstracts, poster sessions, invited speakers, tutorials, workshops, and exhibit and competition programs. Additionally, the program included a special track on AI for Social Impact, recognizing that high-quality research on social impact domains often leads to papers that differ from traditional AAAI submissions along multiple dimensions. The conference was colocated with the Thirty-Fourth Innovative Applications of Artificial Intelligence Conference (cochaired by Mark Boddy, Adventium Labs, USA, and Meinolf Sellmann, Shopify, USA). The IAAI conference traditionally consists of case studies of deployed applications with measurable benefits whose value depends on the use of AI technology, as well as emerging applications, which discuss efforts to apply AI tools, techniques, or methods to real world problems. The IAAI papers are included in these proceedings. Also included are the papers from the Twelfth AAAI Symposium on Educational Advances in Artificial Intelligence (cochaired by Michael Guerzhoy, University of Toronto, Canada, and Marion Neumann, Washington University in St. Louis, USA). The EAAI conference invites a broad range of papers on teaching AI and teaching with AI framed as research papers or as experience reports.

    The proceedings have been published in 11 consecutive issues. This issue (volume 36 no. 8) consists of 1108 pages and one track:

    AAAI Technical Track on Machine Learning III

  • AAAI-22 Proceedings Cover

    AAAI-22 Technical Tracks 9
    Vol. 36 No. 9

    Thirty-Sixth AAAI Conference on Artificial Intelligence
    Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence
    The Twelveth Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 22–March 1, 2022, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2022, Association for the Advancement of Artificial Intelligence
    1900 Embarcadero Road, Suite 101, Palo Alto, California 94303
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN-10: 1-57735-876-7 (11 issue set)
    ISBN-13: 978-1-57735-876-3 (11 issue set)

    The Thirty-Sixth AAAI Conference on Artificial Intelligence was held virtually from February 22-March 1, 2022. The conference program cochairs were Vasant Honavar (Pennsylvania State University, USA) and Matthijs Spaan (Delft University of Technology, Netherlands).

    The AAAI-22 program consisted of a diverse technical track, student abstracts, poster sessions, invited speakers, tutorials, workshops, and exhibit and competition programs. Additionally, the program included a special track on AI for Social Impact, recognizing that high-quality research on social impact domains often leads to papers that differ from traditional AAAI submissions along multiple dimensions. The conference was colocated with the Thirty-Fourth Innovative Applications of Artificial Intelligence Conference (cochaired by Mark Boddy, Adventium Labs, USA, and Meinolf Sellmann, Shopify, USA). The IAAI conference traditionally consists of case studies of deployed applications with measurable benefits whose value depends on the use of AI technology, as well as emerging applications, which discuss efforts to apply AI tools, techniques, or methods to real world problems. The IAAI papers are included in these proceedings. Also included are the papers from the Twelfth AAAI Symposium on Educational Advances in Artificial Intelligence (cochaired by Michael Guerzhoy, University of Toronto, Canada, and Marion Neumann, Washington University in St. Louis, USA). The EAAI conference invites a broad range of papers on teaching AI and teaching with AI framed as research papers or as experience reports.

    The proceedings have been published in 11 consecutive issues. This issue (volume 36 no. 9) consists of 1131 pages and five tracks:

    AAAI Technical Track on Multiagent Systems
    AAAI Technical Track on Philosophy and Ethics of AI
    AAAI Technical Track on Planning, Routing, and Scheduling
    AAAI Technical Track on Reasoning under Uncertainty
    AAAI Technical Track on Search and Optimization

  • AAAI-22 Proceedings Cover

    AAAI-22 Technical Tracks 10
    Vol. 36 No. 10

    Thirty-Sixth AAAI Conference on Artificial Intelligence
    Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence
    The Twelveth Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 22–March 1, 2022, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2022, Association for the Advancement of Artificial Intelligence
    1900 Embarcadero Road, Suite 101, Palo Alto, California 94303
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN-10: 1-57735-876-7 (11 issue set)
    ISBN-13: 978-1-57735-876-3 (11 issue set)

    The Thirty-Sixth AAAI Conference on Artificial Intelligence was held virtually from February 22-March 1, 2022. The conference program cochairs were Vasant Honavar (Pennsylvania State University, USA) and Matthijs Spaan (Delft University of Technology, Netherlands).

    The AAAI-22 program consisted of a diverse technical track, student abstracts, poster sessions, invited speakers, tutorials, workshops, and exhibit and competition programs. Additionally, the program included a special track on AI for Social Impact, recognizing that high-quality research on social impact domains often leads to papers that differ from traditional AAAI submissions along multiple dimensions. The conference was colocated with the Thirty-Fourth Innovative Applications of Artificial Intelligence Conference (cochaired by Mark Boddy, Adventium Labs, USA, and Meinolf Sellmann, Shopify, USA). The IAAI conference traditionally consists of case studies of deployed applications with measurable benefits whose value depends on the use of AI technology, as well as emerging applications, which discuss efforts to apply AI tools, techniques, or methods to real world problems. The IAAI papers are included in these proceedings. Also included are the papers from the Twelfth AAAI Symposium on Educational Advances in Artificial Intelligence (cochaired by Michael Guerzhoy, University of Toronto, Canada, and Marion Neumann, Washington University in St. Louis, USA). The EAAI conference invites a broad range of papers on teaching AI and teaching with AI framed as research papers or as experience reports.

    The proceedings have been published in 11 consecutive issues. This issue (volume 36 no. 10) consists of 1374 pages and one track:

    AAAI Technical Track on Speech & Natural Language Processing

  • AAAI-22 Proceedings Cover

    IAAI-22, EAAI-22, AAAI-22 Special Programs and Special Track, Student Papers and Demonstrations
    Vol. 36 No. 11

    Thirty-Sixth AAAI Conference on Artificial Intelligence
    Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence
    The Twelveth Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 22–March 1, 2022, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2022, Association for the Advancement of Artificial Intelligence
    1900 Embarcadero Road, Suite 101, Palo Alto, California 94303
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN-10: 1-57735-876-7 (11 issue set)
    ISBN-13: 978-1-57735-876-3 (11 issue set)

    The Thirty-Sixth AAAI Conference on Artificial Intelligence was held virtually from February 22-March 1, 2022. The conference program cochairs were Vasant Honavar (Pennsylvania State University, USA) and Matthijs Spaan (Delft University of Technology, Netherlands).

    The AAAI-22 program consisted of a diverse technical track, student abstracts, poster sessions, invited speakers, tutorials, workshops, and exhibit and competition programs. Additionally, the program included a special track on AI for Social Impact, recognizing that high-quality research on social impact domains often leads to papers that differ from traditional AAAI submissions along multiple dimensions. The conference was colocated with the Thirty-Fourth Innovative Applications of Artificial Intelligence Conference (cochaired by Mark Boddy, Adventium Labs, USA, and Meinolf Sellmann, Shopify, USA). The IAAI conference traditionally consists of case studies of deployed applications with measurable benefits whose value depends on the use of AI technology, as well as emerging applications, which discuss efforts to apply AI tools, techniques, or methods to real world problems. The IAAI papers are included in these proceedings. Also included are the papers from the Twelfth AAAI Symposium on Educational Advances in Artificial Intelligence (cochaired by Michael Guerzhoy, University of Toronto, Canada, and Marion Neumann, Washington University in St. Louis, USA). The EAAI conference invites a broad range of papers on teaching AI and teaching with AI framed as research papers or as experience reports.

    The proceedings have been published in 11 consecutive issues. This issue (volume 36 no. 11) consists of 1448 pages and fifteen tracks:

    AAAI Special Track on AI for Social Impact
    Senior Member Presentation: Blue Sky Papers
    Senior Member Presentation: Summary Papers
    IAAI Technical Track on Highly Innovative Applications of AI
    IAAI Technical Track on Emerging Applications of AI
    IAAI Technical Track on Innovative Tools for Enabling AI Application
    IAAI Technical Track on AI Integration
    EAAI Symposium: Full Papers
    EAAI Symposium: Lightning Talk
    EAAI Symposium: Model AI Assignment Abstracts
    The Twenty - Seventh AAAI / SIGAI Doctoral Consortium
    AAAI Student abstract and Poster Program
    AAAI Undergraduate Consortium
    AAAI Demonstration Track

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 1
    Vol. 35 No. 1

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 1) consists of 868 pages and two tracks:

    AAAI Technical Track on Application Domains
    AAAI Technical Track on Cognitive Modeling and Cognitive Systems

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 2
    Vol. 35 No. 2

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 2) consists of 926 pages and one track:

    AAAI Technical Track on Computer Vision I

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 3
    Vol. 35 No. 3

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 3) consists of 920 pages and one track:

    AAAI Technical Track on Computer Vision II

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 4
    Vol. 35 No. 4

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 4) consists of 913 pages and one track:

    AAAI Technical Track on Computer Vision III

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 5
    Vol. 35 No. 5

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 5) consists of 1,123 pages and two tracks:

    AAAI Technical Track on Constraint Satisfaction and Optimization
    AAAI Technical Track on Data Mining and Knowledge Management

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 6
    Vol. 35 No. 6

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 6) consists of 1,073 pages and four tracks:

    AAAI Technical Track Focus Area on AI for Conference Organization and Delivery
    AAAI Technical Track Focus Area on AI Responses to the COVID-19 Pandemic
    AAAI Technical Track Focus Area on Neuro-Symbolic AI
    AAAI Technical Track on Game Theory and Economic Paradigms

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 7
    Vol. 35 No. 7

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 7) consists of 715 pages and four tracks:

    AAAI Technical Track on Human-Computation and Crowd Sourcing
    AAAI Technical Track on Humans and AI
    AAAI Technical Track on Intelligent Robots
    AAAI Technical Track on Knowledge Representation and Reasoning

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 8
    Vol. 35 No. 8

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 8) consists of 935 pages and one track:

    AAAI Technical Track on Machine Learning I

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 9
    Vol. 35 No. 9

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 9) consists of 935 pages and one track:

    AAAI Technical Track on Machine Learning II

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 10
    Vol. 35 No. 10

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 10) consists of 930 pages and one track:

    AAAI Technical Track on Machine Learning III

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 11
    Vol. 35 No. 11

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 11) consists of 931 pages and one track:

    AAAI Technical Track on Machine Learning IV

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 12
    Vol. 35 No. 12

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 12) consists of 936 pages and one track:

    AAAI Technical Track on Machine Learning V

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 13
    Vol. 35 No. 13

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 13) consists of 996 pages and four tracks:

    AAAI Technical Track on Multiagent Systems
    AAAI Technical Track on Philosophy and Ethics of AI
    AAAI Technical Track on Planning, Routing, and Scheduling
    AAAI Technical Track on Reasoning under Uncertainty

  • AAAI-21 Proceedings Cover

    AAAI-21 Technical Tracks 14
    Vol. 35 No. 14

    The Thirty-Fifth AAAI Conference on Artificial Intelligence
    The Thirty-Third Conference on Innovative Applications of Artificial Intelligence
    The Eleventh Symposium on Educational Advances in Artificial Intelligence
    Sponsored by the Association for the Advancement of Artificial Intelligence
    February 2–9, 2021, held virtually.

    Published by AAAI Press, Palo Alto, California USA
    Copyright © 2021, Association for the Advancement of Artificial Intelligence
    All Rights Reserved
    ISSN 2374-3468 (Online)
    ISSN 2159-5399 (Print)
    ISBN 978-1-57735-866-4 (18 issue set)

    The Thirty-Fifth AAAI Conference on Artificial Intelligence was held virtually from February 2–9, 2021. The conference program cochairs were Kevin Leyton-Brown (University of British Columbia, Canada)and Mausam (Indian Institute of Technology Delhi, India.

    The surge in public interest in AI technologies, which we have witnessed over the past few years, continued to accelerate in 2020–2021, with the societal and economic impact of AI becoming a central point of public and government discussion worldwide. AAAI-21 again saw submissions and attendance numbers that were records in the history of the AAAI series of conferences and continued its tradition of attracting top-quality papers from all areas of AI. We were excited to see increases in submissions across almost all areas.

    The AAAI-21 program consisted of a core technical program of original research presentations, including a special track on AI for social impact. It additionally featured a broad range of tutorials, workshops, invited talks, panels, student abstracts, demonstrations, and presentations by senior members. Included in this year's proceedings for the first time are papers from the newly founded AAAI Undergraduate Consortium. The conference also continued its tradition of colocating with the long-running Innovative Applications of Artificial Intelligence conference (cochaired by Neil Yorke-Smith, TU Delft, Netherlands, and Meinolf Sellmann, General Electric, USA). The IAAI papers are included in this proceedings. Also included are the papers from the Symposium on Educational Advances in Artificial Intelligence (cochaired by Lisa Torre, St. Lawrence University, USA and Michael Guerzhoy, Princeton University, USA).

    The proceedings have been published in 18 consecutive issues. This issue (volume 35 no. 14) consists of 990 pages and two tracks:

    AAAI Technical Track on Search and Optimization
    AAAI Technical Track on Speech and Natural Language Processing I

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