| 2015 | Online Bellman Residual Algorithms with Predictive Error Guarantees. | Wen Sun, J. Andrew Bagnell |
| 2015 | The Long-Run Behavior of Continuous Time Bayesian Networks. | Liessman Sturlaugson, John W. Sheppard |
| 2015 | How matroids occur in the context of learning Bayesian network structure. | Milan Studen |
| 2015 | Learning Optimal Chain Graphs with Answer Set Programming. | Dag Sonntag, Matti Jrvisalo, Jos M. Pea, Antti Hyttinen |
| 2015 | Improved Asymmetric Locality Sensitive Hashing (ALSH) for Maximum Inner Product Search (MIPS). | Anshumali Shrivastava, Ping Li |
| 2015 | Missing Data as a Causal and Probabilistic Problem. | Ilya Shpitser, Karthika Mohan, Judea Pearl |
| 2015 | Learning Latent Variable Models by Improving Spectral Solutions with Exterior Point Method. | Amirreza Shaban, Mehrdad Farajtabar, Bo Xie, Le Song, Byron Boots |
| 2015 | Bayesian Predictive Modelling: Application to Aircraft Short-Term Conflict Alert System. | Vitaly Schetinin, Livia Jakaite, Wojtek J. Krzanowski |
| 2015 | Query-Answer Causality in Databases: Abductive Diagnosis and View Updates. | Babak Salimi, Leopoldo E. Bertossi |
| 2015 | A Markov Game Model for Valuing Player Actions in Ice Hockey. | Kurt Routley, Oliver Schulte |
| 2015 | An Upper Bound on the Global Optimum in Parameter Estimation. | Khaled S. Refaat, Adnan Darwiche |
| 2015 | Communication Efficient Coresets for Empirical Loss Minimization. | Sashank J. Reddi, Barnabs Pczos, Alexander J. Smola |
| 2015 | Large-scale randomized-coordinate descent methods with non-separable linear constraints. | Sashank J. Reddi, Ahmed Hefny, Carlton Downey, Avinava Dubey, Suvrit Sra |
| 2015 | The Survival Filter: Joint Survival Analysis with a Latent Time Series. | Rajesh Ranganath, Adler J. Perotte, Nomie Elhadad, David M. Blei |
| 2015 | Memory-Effcient Symbolic Online Planning for Factored MDPs. | Aswin Raghavan, Roni Khardon, Prasad Tadepalli, Alan Fern |
| 2015 | Auxiliary Gibbs Sampling for Inference in Piecewise-Constant Conditional Intensity Models. | Zhen Qin, Christian R. Shelton |
| 2015 | Budgeted Online Collective Inference. | Jay Pujara, Ben London, Lise Getoor |
| 2015 | Mesochronal Structure Learning. | Sergey M. Plis, David Danks, Jianyu Yang |
| 2015 | Bayesian Network Models for Adaptive Testing. | Martin Plajner, Jir Vomlel |
| 2015 | Optimal Threshold Control for Energy Arbitrage with Degradable Battery Storage. | Marek Petrik, Xiaojian Wu |
| 2015 | A Complete Generalized Adjustment Criterion. | Emilija Perkovic, Johannes Textor, Markus Kalisch, Marloes H. Maathuis |
| 2015 | Fast Algorithms for Learning with Long N-grams via Suffix Tree Based Matrix Multiplication. | Hristo S. Paskov, John C. Mitchell, Trevor J. Hastie |
| 2015 | Max-Product Belief Propagation for Linear Programming: Applications to Combinatorial Optimization. | Sejun Park, Jinwoo Shin |
| 2015 | Annealed Gradient Descent for Deep Learning. | Hengyue Pan, Hui Jiang |
| 2015 | Multi-Context Models for Reasoning under Partial Knowledge: Generative Process and Inference Grammar. | Ardavan Salehi Nobandegani, Ioannis N. Psaromiligkos |