| 2016 | Forward Backward Greedy Algorithms for Multi-Task Learning with Faster Rates. | Lu Tian, Pan Xu, Quanquan Gu |
| 2016 | Content-based Modeling of Reciprocal Relationships using Hawkes and Gaussian Processes. | Xi Tan, Syed A. Z. Naqvi, Yuan (Alan) Qi, Katherine A. Heller, Vinayak A. Rao |
| 2016 | Context-dependent feature analysis with random forests. | Antonio Sutera, Gilles Louppe, Vn Anh Huynh-Thu, Louis Wehenkel, Pierre Geurts |
| 2016 | Learning to Smooth with Bidirectional Predictive State Inference Machines. | Wen Sun, Roberto Capobianco, Geoffrey J. Gordon, J. Andrew Bagnell, Byron Boots |
| 2016 | The Deterministic Information Bottleneck. | DJ Strouse, David J. Schwab |
| 2016 | Bayesian Networks on Income Tax Audit Selection - A Case Study of Brazilian Tax Administration. | Leon Slon da Silva, Henrique Rigitano, Rommel Novaes Carvalho, Joo Carlos Flix Souza |
| 2016 | Finite Sample Complexity of Rare Pattern Anomaly Detection. | Md Amran Siddiqui, Alan Fern, Thomas G. Dietterich, Shubhomoy Das |
| 2016 | Markov Beta Processes for Time Evolving Dictionary Learning. | Amar Shah, Zoubin Ghahramani |
| 2016 | Stability of Causal Inference. | Leonard J. Schulman, Piyush Srivastava |
| 2016 | Target Beliefs for SME-oriented Bayesian Network-based Modeling. | Robert Schrag, Edward Wright, Robert Kerr, Robert Johnson |
| 2016 | Measurement Error and Causal Discovery. | Richard Scheines, Joseph D. Ramsey |
| 2016 | Stochastic Portfolio Theory: A Machine Learning Approach. | Yves-Laurent Kom Samo, Alexander Vervuurt |
| 2016 | Measuring the Risk of Public Contracts Using Bayesian Classifiers. | Leonardo Jorge Sales, Rommel Novaes Carvalho |
| 2016 | Overdispersed Black-Box Variational Inference. | Francisco J. R. Ruiz, Michalis K. Titsias, David M. Blei |
| 2016 | A Kernel Test for Three-Variable Interactions with Random Processes. | Paul K. Rubenstein, Kacper Chwialkowski, Arthur Gretton |
| 2016 | Marginal Causal Consistency in Constraint-based Causal Learning. | Anna Roumpelaki, Giorgos Borboudakis, Sofia Triantafillou, Ioannis Tsamardinos |
| 2016 | MDPs with Unawareness in Robotics. | Nan Rong, Joseph Y. Halpern, Ashutosh Saxena |
| 2016 | Merging Strategies for Sum-Product Networks: From Trees to Graphs. | Tahrima Rahman, Vibhav Gogate |
| 2016 | Interpretable Policies for Dynamic Product Recommendations. | Marek Petrik, Ronny Luss |
| 2016 | Incremental Preference Elicitation for Decision Making Under Risk with the Rank-Dependent Utility Model. | Patrice Perny, Paolo Viappiani, Abdellah Boukhatem |
| 2016 | Bounded Rationality in Wagering Mechanisms. | David M. Pennock, Vasilis Syrgkanis, Jennifer Wortman Vaughan |
| 2016 | Alternative Markov and Causal Properties for Acyclic Directed Mixed Graphs. | Jos M. Pea |
| 2016 | Super-Sampling with a Reservoir. | Brooks Paige, Dino Sejdinovic, Frank D. Wood |
| 2016 | Safely Interruptible Agents. | Laurent Orseau, Stuart Armstrong |
| 2016 | Convergence Rates for Greedy Kaczmarz Algorithms, and Randomized Kaczmarz Rules Using the Orthogonality Graph. | Julie Nutini, Behrooz Sepehry, Issam H. Laradji, Mark Schmidt, Hoyt A. Koepke, Alim Virani |