| 2016 | A Correlated Worker Model for Grouped, Imbalanced and Multitask Data. | An T. Nguyen, Byron C. Wallace, Matthew Lease |
| 2016 | A General Statistical Framework for Designing Strategy-proof Assignment Mechanisms. | Harikrishna Narasimhan, David C. Parkes |
| 2016 | Sparse Gaussian Processes for Bayesian Optimization. | Mitchell McIntire, Daniel Ratner, Stefano Ermon |
| 2016 | Separating Sparse Signals from Correlated Noise in Binary Classification. | Stephan Mandt, Florian Wenzel, Shinichi Nakajima, Christoph Lippert, Marius Kloft |
| 2016 | Large-scale Submodular Greedy Exemplar Selection with Structured Similarity Matrices. | Dmitry Malioutov, Abhishek Kumar, Ian En-Hsu Yen |
| 2016 | Dantzig Selector with an Approximately Optimal Denoising Matrix and its Application in Sparse Reinforcement Learning. | Bo Liu, Luwan Zhang, Ji Liu |
| 2016 | Importance Weighted Consensus Monte Carlo for Distributed Bayesian Inference. | Qiang Liu |
| 2016 | Correlated Tag Learning in Topic Model. | Shuangyin Li, Rong Pan, Yu Zhang, Qiang Yang |
| 2016 | Utilize Old Coordinates: Faster Doubly Stochastic Gradients for Kernel Methods. | Chun-Liang Li, Barnabs Pczos |
| 2016 | On Hyper-Parameter Estimation In Empirical Bayes: A Revisit of The MacKay Algorithm. | Chune Li, Yongyi Mao, Richong Zhang, Jinpeng Huai |
| 2016 | Political Dimensionality Estimation Using a Probabilistic Graphical Model. | Yoad Lewenberg, Yoram Bachrach, Lucas Bordeaux, Pushmeet Kohli |
| 2016 | Bayesian Hyperparameter Optimization for Ensemble Learning. | Julien-Charles Levesque, Christian Gagn, Robert Sabourin |
| 2016 | A Formal Solution to the Grain of Truth Problem. | Jan Leike, Jessica Taylor, Benya Fallenstein |
| 2016 | Thompson Sampling is Asymptotically Optimal in General Environments. | Jan Leike, Tor Lattimore, Laurent Orseau, Marcus Hutter |
| 2016 | Bounded Rational Decision-Making in Feedforward Neural Networks. | Felix Leibfried, Daniel A. Braun |
| 2016 | Improving Imprecise Compressive Sensing Models. | Dongeun Lee, Rafael Lima, Jaesik Choi |
| 2016 | A Characterization of Markov Equivalence Classes of Relational Causal Models under Path Semantics. | Sanghack Lee, Vasant G. Honavar |
| 2016 | Budgeted Semi-supervised Support Vector Machine . | Trung Le, Phuong Duong, Mi Dinh, Tu Dinh Nguyen, Vu Nguyen, Dinh Q. Phung |
| 2016 | Towards a Theoretical Understanding of Negative Transfer in Collective Matrix Factorization. | Chao Lan, Jianxin Wang, Jun Huan |
| 2016 | A Risk Calculator for the Pulmonary Arterial Hypertension Based on a Bayesian Network. | Jidapa Kraisangka, Marek J. Druzdzel, Raymond L. Benza |
| 2016 | Online Forest Density Estimation. | Frdric Koriche |
| 2016 | Conjugate Conformal Prediction for Online Binary Classification. | Mustafa Anil Koak, Dennis E. Shasha, Elza Erkip |
| 2016 | Online learning with Erdos-Renyi side-observation graphs. | Toms Kock, Gergely Neu, Michal Valko |
| 2016 | Probabilistic Size-constrained Microclustering. | Arto Klami, Aditya Jitta |
| 2016 | Faster Stochastic Variational Inference using Proximal-Gradient Methods with General Divergence Functions. | Mohammad Emtiyaz Khan, Reza Babanezhad, Wu Lin, Mark Schmidt, Masashi Sugiyama |