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• Natural Temporal Difference Learning

  William Dabney, Philip Thomas

  2014-06-21

• Robust Non-Negative Dictionary Learning

  Qihe Pan, Deguang Kong, Chris Ding, Bin Luo

  2014-06-21

• Learning Instance Concepts from Multiple-Instance Data with Bags as Distributions

  Gary Doran, Soumya Ray

  2014-06-21

• Anytime Active Learning

  Maria Ramirez-Loaiza, Aron Culotta, Mustafa Bilgic

  2014-06-21

• Active Learning with Model Selection

  Alnur Ali, Rich Caruana, Ashish Kapoor

  2014-06-21

• Mixing-Time Regularized Policy Gradient

  Tetsuro Morimura, Takayuki Osogami, Tomoyuki Shirai

  2014-06-21

• Evolutionary Dynamics of Q-Learning over the Sequence Form

  Fabio Panozzo, Nicola Gatti, Marcello Restelli

  2014-06-21

• Spectral Thompson Sampling

  Tomáš Kocák, Michal Valko, Rémi Munos, Shipra Agrawal

  2014-06-21

• Non-Convex Feature Learning via Lp,inf Operator

  Deguang Kong, Chris Ding

  2014-06-21

• Encoding Tree Sparsity in Multi-Task Learning: A Probabilistic Framework

  Lei Han, Yu Zhang, Guojie Song, Kunqing Xie

  2014-06-21

• Pairwise-Covariance Linear Discriminant Analysis

  Deguang Kong, Chris Ding

  2014-06-21

• Deep Modeling of Group Preferences for Group-Based Recommendation

  Liang Hu, Jian Cao, Guandong Xu, Longbing Cao, Zhiping Gu, Wei Cao

  2014-06-21

• Wormhole Hamiltonian Monte Carlo

  Shiwei Lan, Jeffrey Streets, Babak Shahbaba

  2014-06-21

• Manifold Spanning Graphs

  CJ Carey, Sridhar Mahadevan

  2014-06-21

• Constructing Symbolic Representations for High-Level Planning

  George Konidaris, Leslie Kaelbling, Tomas Lozano-Perez

  2014-06-21

• Large-Scale Optimistic Adaptive Submodularity

  Victor Gabillon, Branislav Kveton, Zheng Wen, Brian Eriksson, S. Muthukrishnan

  2014-06-21

• Learning Relative Similarity by Stochastic Dual Coordinate Ascent

  Pengcheng Wu, Yi Ding, Peilin Zhao, Chunyan Miao, Steven Hoi

  2014-06-21

• Bagging by Design (on the Suboptimality of Bagging)

  Periklis Papakonstantinou, Jia Xu, Zhu Cao

  2014-06-21

• Locality Preserving Projection for Domain Adaptation with Multi-Objective Learning

  Le Shu, Tianyang Ma, Longin Jan Latecki

  2014-06-21

• Labeling Complicated Objects: Multi-View Multi-Instance Multi-Label Learning

  Cam-Tu Nguyen, Xiaoliang Wang, Jing Liu, Zhi-Hua Zhou

  2014-06-21

• Combining Multiple Correlated Reward and Shaping Signals by Measuring Confidence

  Tim Brys, Ann Nowé, Daniel Kudenko, Matthew Taylor

  2014-06-21

• Learning with Augmented Class by Exploiting Unlabeled Data

  Qing Da, Yang Yu, Zhi-Hua Zhou

  2014-06-21

• Multilabel Classification with Label Correlations and Missing Labels

  Wei Bi, James Kwok

  2014-06-21

• Large-Scale Supervised Multimodal Hashing with Semantic Correlation Maximization

  Dongqing Zhang, Wu-Jun Li

  2014-06-21

• Gradient Descent with Proximal Average for Nonconvex and Composite Regularization

  Wenliang Zhong, James Kwok

  2014-06-21