| 2015 | Learning and Inference in Tractable Probabilistic Knowledge Bases. | Mathias Niepert, Pedro M. Domingos |
| 2015 | Polynomial-time algorithm for learning optimal tree-augmented dynamic Bayesian networks. | Jos L. Monteiro, Susana Vinga, Alexandra M. Carvalho |
| 2015 | Non-parametric Revenue Optimization for Generalized Second Price auctions.. | Mehryar Mohri, Andres Muoz Medina |
| 2015 | Equitable Partitions of Concave Free Energies. | Martin Mladenov, Kristian Kersting |
| 2015 | (Nearly) Optimal Differentially Private Stochastic Multi-Arm Bandits. | Nikita Mishra, Abhradeep Thakurta |
| 2015 | Hamiltonian ABC. | Edward Meeds, Robert Leenders, Max Welling |
| 2015 | Structure Learning Constrained by Node-Specific Degree Distribution. | Jianzhu Ma, Feng Zhao, Jinbo Xu |
| 2015 | Learning the Structure of Causal Models with Relational and Temporal Dependence. | Katerina Marazopoulou, Marc E. Maier, David D. Jensen |
| 2015 | Learning the Structure of Causal Models with Relational and Temporal Dependence. | Katerina Marazopoulou, Marc E. Maier, David D. Jensen |
| 2015 | Impact of Learning Strategies on the Quality of Bayesian Networks: An Empirical Evaluation. | Brandon M. Malone, Matti Jrvisalo, Petri Myllymki |
| 2015 | Active Search and Bandits on Graphs using Sigma-Optimality. | Yifei Ma, Tzu-Kuo Huang, Jeff G. Schneider |
| 2015 | Off-policy learning based on weighted importance sampling with linear computational complexity. | Ashique Rupam Mahmood, Richard S. Sutton |
| 2015 | A Finite Population Likelihood Ratio Test of the Sharp Null Hypothesis for Compliers. | Wen Wei Loh, Thomas S. Richardson |
| 2015 | Complexity of the Exact Solution to the Test Sequencing Problem. | Wenhao Liu, Ross D. Shachter |
| 2015 | Estimating the Partition Function by Discriminance Sampling. | Qiang Liu, Jian Peng, Alexander Ihler, John W. Fisher III |
| 2015 | Finite-Sample Analysis of Proximal Gradient TD Algorithms. | Bo Liu, Ji Liu, Mohammad Ghavamzadeh, Sridhar Mahadevan, Marek Petrik |
| 2015 | Tracking with ranked signals. | Tianyang Li, Harsh H. Pareek, Pradeep Ravikumar, Dhruv Balwada, Kevin Speer |
| 2015 | Classification of Sparse and Irregularly Sampled Time Series with Mixtures of Expected Gaussian Kernels and Random Features. | Steven Cheng-Xian Li, Benjamin M. Marlin |
| 2015 | On the Computability of AIXI. | Jan Leike, Marcus Hutter |
| 2015 | Lifted Representation of Relational Causal Models Revisited: Implications for Reasoning and Structure Learning. | Sanghack Lee, Vasant G. Honavar |
| 2015 | Encoding Markov logic networks in Possibilistic Logic. | Ondrej Kuzelka, Jesse Davis, Steven Schockaert |
| 2015 | Population Empirical Bayes. | Alp Kucukelbir, David M. Blei |
| 2015 | Influence Diagrams for the Optimization of a Vehicle Speed Profile. | Vclav Kratochvl, Jir Vomlel |
| 2015 | Minimizing Expected Losses in Perturbation Models with Multidimensional Parametric Min-cuts. | Adrian Kim, Kyomin Jung, Yongsub Lim, Daniel Tarlow, Pushmeet Kohli |
| 2015 | Novel Bernstein-like Concentration Inequalities for the Missing Mass. | Bahman Yari Saeed Khanloo, Gholamreza Haffari |