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Proceedings of the AAAI Conference on Artificial Intelligence
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Found 14874 items.
  • AGLLDiff: Guiding Diffusion Models Towards Unsupervised Training-free Real-world Low-light Image Enhancement

    Yunlong Lin, Tian Ye, Sixiang Chen, Zhenqi Fu, Yingying Wang, Wenhao Chai, Zhaohu Xing, Wenxue Li, Lei Zhu, Xinghao Ding
    5307-5315
    2025-04-11
  • Comparing Sample-Wise Learnability across Deep Neural Network Models

    Seung-Geon Lee, Jaedeok Kim, Hyun-Joo Jung, Yoonsuck Choe
    9961-9962
    2019-07-17
  • From Hope to Safety: Unlearning Biases of Deep Models via Gradient Penalization in Latent Space

    Maximilian Dreyer, Frederik Pahde, Christopher J. Anders, Wojciech Samek, Sebastian Lapuschkin
    21046-21054
    2024-03-24
  • Language Models of Code Are Few-Shot Planners and Reasoners for Multi-Document Summarization with Attribution

    Abhilash Nandy, Sambaran Bandyopadhyay
    24930-24938
    2025-04-11
  • Debate on Graph: A Flexible and Reliable Reasoning Framework for Large Language Models

    Jie Ma, Zhitao Gao, Qi Chai, Wangchun Sun, Pinghui Wang, Hongbin Pei, Jing Tao, Lingyun Song, Jun Liu, Chen Zhang, Lizhen Cui
    24768-24776
    2025-04-11
  • Can Large Language Models Derive High-Level Cognition from Low-Level and Fragmented Foundational Information?

    Yang Liu, Xiaoping Wang, Kai Lu
    24677-24685
    2025-04-11
  • LLM4RSR: Large Language Models as Data Correctors for Robust Sequential Recommendation

    Yatong Sun, Xiaochun Yang, Zhu Sun, Yan Wang, Bin Wang, Xinghua Qu
    12604-12612
    2025-04-11
  • Leverage the Explainability of Transformer Models to Improve the DNA 5-Methylcytosine Identification (Student Abstract)

    Wenhuan Zeng, Daniel H. Huson
    23703-23704
    2024-03-24
  • From Sampling to Cognition: Modeling Internal Cognitive Confidence in Language Models for Robust Uncertainty Calibration

    Hao Li, Tao He, Jiafeng Liang, Zheng Chu, Ming Liu
    31582-31590
    2026-03-14
  • Preference-Oriented Supervised Fine-Tuning: Favoring Target Model over Aligned Large Language Models

    Yuchen Fan, Yuzhong Hong, Qiushi Wang, Junwei Bao, Hongfei Jiang, Yang Song
    23859-23867
    2025-04-11
  • Conflicting Interactions among Protection Mechanisms for Machine Learning Models

    Sebastian Szyller, N. Asokan
    15179-15187
    2023-06-26
  • Certification of Speaker Recognition Models to Additive Perturbations

    Dmitrii Korzh, Elvir Karimov, Mikhail Pautov, Oleg Y. Rogov, Ivan Oseledets
    17947-17956
    2025-04-11
  • Holistic Adversarial Robustness of Deep Learning Models

    Pin-Yu Chen, Sijia Liu
    15411-15420
    2024-07-15
  • Data Wrangling Task Automation Using Code-Generating Language Models

    Ashlesha Akella, Krishnasuri Narayanam
    29616-29618
    2025-04-11
  • Compressing Cross-Lingual Multi-Task Models at Qualtrics

    Daniel Campos, Daniel Perry, Samir Joshi, Yashmeet Gambhir, Wei Du, Zhengzheng Xing, Aaron Colak
    15661-15667
    2024-07-15
  • Can You Answer This? – Exploring Zero-Shot QA Generalization Capabilities in Large Language Models (Student Abstract)

    Saptarshi Sengupta, Shreya Ghosh, Preslav Nakov, Prasenjit Mitra
    16318-16319
    2024-07-15
  • Attention to Threat-Relevant Objects: Reasoning Detection in Autonomous Driving via Multimodal Large Language Models

    Yulin He, Wei Chen, Xinbiao Gan, Siqi Wang, Haotian Wang, Yusong Tan
    4690-4698
    2026-03-14
  • Do Audio-Visual Segmentation Models Truly Segment Sounding Objects?

    Jia Li, Wenjie Zhao, Ziru Huang, Yunhui Guo, Yapeng Tian
    6172-6180
    2026-03-14
  • From Static to Dynamic: Knowledge Metabolism for Large Language Models

    Mingzhe Du, Anh Tuan Luu, Bin Ji, See-Kiong Ng
    23784-23786
    2024-03-24
  • Schema-Guided Event Reasoning: A Plug-and-Play Event Reasoning Framework Based on Large Language Models

    Yuying Liu, Xuechen Zhao, Yanyi Huang, Ye Wang, Xin Song, Yue Zhang, Haiyan Liu, Bin Zhou
    32276-32283
    2026-03-14
  • Decomposing Direct and Indirect Biases in Linear Models Under Demographic Parity Constraint (Student Abstract)

    Bertille Tierny, Arthur Charpentier, Francois Hu
    41412-41414
    2026-03-14
  • Rethinking Peculiar Images by Diffusion Models: Revealing Local Minima’s Role

    Jinhyeok Jang, Chan-Hyun Youn, Minsu Jeon, Changha Lee
    2454-2461
    2024-03-24
  • Trustworthy and Practical AI for Healthcare: A Guided Deferral System with Large Language Models

    Joshua Strong, Qianhui Men, J. Alison Noble
    28413-28421
    2025-04-11
  • DeepCalliFont: Few-Shot Chinese Calligraphy Font Synthesis by Integrating Dual-Modality Generative Models

    Yitian Liu, Zhouhui Lian
    3774-3782
    2024-03-24
  • Interactive Evaluation of Large Language Models for Multi-Requirement Software Engineering Tasks

    Dimitrios Rontogiannis, Maxime Peyrard, Nicolas Baldwin, Martin Josifoski, Robert West, Dimitrios Gunopulos
    32843-32850
    2026-03-14
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