| 2010 | Super-Samples from Kernel Herding. | Yutian Chen, Max Welling, Alexander J. Smola |
| 2010 | An Online Learning-based Framework for Tracking. | Kamalika Chaudhuri, Yoav Freund, Daniel J. Hsu |
| 2010 | ALARMS: Alerting and Reasoning Management System for Next Generation Aircraft Hazards. | Alan Carlin, Nathan Schurr, Janusz Marecki |
| 2010 | RAPID: A Reachable Anytime Planner for Imprecisely-sensed Domains. | Emma Brunskill, Stuart Russell |
| 2010 | Risk Sensitive Path Integral Control. | Bart van den Broek, Wim Wiegerinck, Hilbert J. Kappen |
| 2010 | Probabilistic Similarity Logic. | Matthias Brcheler, Lilyana Mihalkova, Lise Getoor |
| 2010 | Bayesian Rose Trees. | Charles Blundell, Yee Whye Teh, Katherine A. Heller |
| 2010 | Three new sensitivity analysis methods for influence diagrams. | Debarun Bhattacharjya, Ross D. Shachter |
| 2010 | Possibilistic Answer Set Programming Revisited. | Kim Bauters, Steven Schockaert, Martine De Cock, Dirk Vermeir |
| 2010 | Compiling Possibilistic Networks: Alternative Approaches to Possibilistic Inference. | Raouia Ayachi, Nahla Ben Amor, Salem Benferhat, Rolf Haenni |
| 2010 | Gibbs Sampling in Open-Universe Stochastic Languages. | Nimar S. Arora, Rodrigo de Salvo Braz, Erik B. Sudderth, Stuart Russell |
| 2010 | Timeline: A Dynamic Hierarchical Dirichlet Process Model for Recovering Birth/Death and Evolution of Topics in Text Stream. | Amr Ahmed, Eric P. Xing |
| 2010 | Gaussian Process Topic Models. | Amrudin Agovic, Arindam Banerjee |
| 2010 | Incorporating Side Information in Probabilistic Matrix Factorization with Gaussian Processes. | Ryan Prescott Adams, George E. Dahl, Iain Murray |
| 2009 | On the Identifiability of the Post-Nonlinear Causal Model. | Kun Zhang, Aapo Hyvrinen |
| 2009 | A Uniqueness Theorem for Clustering. | Reza Zadeh, Shai Ben-David |
| 2009 | The Entire Quantile Path of a Risk-Agnostic SVM Classifier. | Jin Yu, S. V. N. Vishwanathan, Jian Zhang |
| 2009 | Most Relevant Explanation: Properties, Algorithms, and Evaluations. | Changhe Yuan, Xiaolu Liu, Tsai-Ching Lu, Heejin Lim |
| 2009 | A Bayesian Framework for Community Detection Integrating Content and Link. | Tianbao Yang, Rong Jin, Yun Chi, Shenghuo Zhu |
| 2009 | The Infinite Latent Events Model. | David Wingate, Noah D. Goodman, Daniel M. Roy, Joshua B. Tenenbaum |
| 2009 | Herding Dynamic Weights for Partially Observed Random Field Models. | Max Welling |
| 2009 | Exploring compact reinforcement-learning representations with linear regression. | Thomas J. Walsh, Istvan Szita, Carlos Diuk, Michael L. Littman |
| 2009 | Simulation-Based Game Theoretic Analysis of Keyword Auctions with Low-Dimensional Bidding Strategies. | Yevgeniy Vorobeychik |
| 2009 | Temporal-Difference Networks for Dynamical Systems with Continuous Observations and Actions. | Christopher M. Vigorito |
| 2009 | Which Spatial Partition Trees are Adaptive to Intrinsic Dimension? | Nakul Verma, Samory Kpotufe, Sanjoy Dasgupta |