| 2011 | Graphical Models for Bandit Problems. | Kareem Amin, Michael J. Kearns, Umar Syed |
| 2010 | Automatic Tuning of Interactive Perception Applications. | Qian Zhu, Branislav Kveton, Lily B. Mummert, Padmanabhan Pillai |
| 2010 | A Convex Formulation for Learning Task Relationships in Multi-Task Learning. | Yu Zhang, Dit-Yan Yeung |
| 2010 | Learning Structural Changes of Gaussian Graphical Models in Controlled Experiments. | Bai Zhang, Yue Joseph Wang |
| 2010 | Invariant Gaussian Process Latent Variable Models and Application in Causal Discovery. | Kun Zhang, Bernhard Schlkopf, Dominik Janzing |
| 2010 | Source Separation and Higher-Order Causal Analysis of MEG and EEG. | Kun Zhang, Aapo Hyvrinen |
| 2010 | Multi-Domain Collaborative Filtering. | Yu Zhang, Bin Cao, Dit-Yan Yeung |
| 2010 | Solving Multistage Influence Diagrams using Branch-and-Bound Search. | Changhe Yuan, XiaoJian Wu, Eric A. Hansen |
| 2010 | Modeling Multiple Annotator Expertise in the Semi-Supervised Learning Scenario. | Yan Yan, Rmer Rosales, Glenn Fung, Jennifer G. Dy |
| 2010 | Hybrid Generative/Discriminative Learning for Automatic Image Annotation. | Shuang-Hong Yang, Jiang Bian, Hongyuan Zha |
| 2010 | Rollout Sampling Policy Iteration for Decentralized POMDPs. | Feng Wu, Shlomo Zilberstein, Xiaoping Chen |
| 2010 | Truthful Feedback for Sanctioning Reputation Mechanisms. | Jens Witkowski |
| 2010 | Primal View on Belief Propagation. | Toms Werner |
| 2010 | Learning Why Things Change: The Difference-Based Causality Learner. | Mark Voortman, Denver Dash, Marek J. Druzdzel |
| 2010 | Efficient Clustering with Limited Distance Information. | Konstantin Voevodski, Maria-Florina Balcan, Heiko Rglin, Shang-Hua Teng, Yu Xia |
| 2010 | Speeding up the binary Gaussian process classification. | Jarno Vanhatalo, Aki Vehtari |
| 2010 | Online Semi-Supervised Learning on Quantized Graphs. | Michal Valko, Branislav Kveton, Ling Huang, Daniel Ting |
| 2010 | Learning networks determined by the ratio of prior and data. | Maomi Ueno |
| 2010 | Bayesian Model Averaging Using the k-best Bayesian Network Structures. | Jin Tian, Ru He, Lavanya Ram |
| 2010 | Bayesian Inference in Monte-Carlo Tree Search. | Gerald Tesauro, V. T. Rajan, Richard B. Segal |
| 2010 | Matrix Coherence and the Nystrom Method. | Ameet Talwalkar, Afshin Rostamizadeh |
| 2010 | Variance-Based Rewards for Approximate Bayesian Reinforcement Learning. | Jonathan Sorg, Satinder Singh, Richard L. Lewis |
| 2010 | A Bayesian Matrix Factorization Model for Relational Data. | Ajit Paul Singh, Geoffrey J. Gordon |
| 2010 | Modeling Events with Cascades of Poisson Processes. | Aleksandr Simma, Michael I. Jordan |
| 2010 | Gaussian Process Structural Equation Models with Latent Variables. | Ricardo Bezerra de Andrade e Silva, Robert B. Gramacy |