| 2012 | Incorporating Metadata into Dynamic Topic Analysis. | Tianxi Li, Branislav Kveton, Yu Wu, Ashwin Kashyap |
| 2012 | Computing Optimal Security Strategies for Interdependent Assets. | Joshua Letchford, Yevgeniy Vorobeychik |
| 2012 | Dynamic Stochastic Orienteering Problems for Risk-Aware Applications. | Hoong Chuin Lau, William Yeoh, Pradeep Varakantham, Duc Thien Nguyen, HuaXing Chen |
| 2012 | A Theory of Goal-Oriented MDPs with Dead Ends. | Andrey Kolobov, Mausam, Daniel S. Weld |
| 2012 | Active Imitation Learning via Reduction to I.I.D. Active Learning. | Kshitij Judah, Alan Fern, Thomas G. Dietterich |
| 2012 | Algorithms for Approximate Minimization of the Difference Between Submodular Functions, with Applications. | Rishabh K. Iyer, Jeff A. Bilmes |
| 2012 | Join-graph based cost-shifting schemes. | Alexander Ihler, Natalia Flerova, Rina Dechter, Lars Otten |
| 2012 | Causal Discovery of Linear Cyclic Models from Multiple Experimental Data Sets with Overlapping Variables. | Antti Hyttinen, Frederick Eberhardt, Patrik O. Hoyer |
| 2012 | Optimally-Weighted Herding is Bayesian Quadrature. | Ferenc Huszar, David Duvenaud |
| 2012 | Inferring Strategies from Limited Reconnaissance in Real-time Strategy Games. | Jesse Hostetler, Ethan W. Dereszynski, Thomas G. Dietterich, Alan Fern |
| 2012 | Contrasting Temporal Bayesian Network Models for Analyzing HIV Mutations. | Pablo Hernandez-Leal, Lindsey Jennifer Fiedler-Cameras, Alma Rios-Flores, Jesus A. Gonzalez, Luis Enrique Sucar |
| 2012 | Tightening Fractional Covering Upper Bounds on the Partition Function for High-Order Region Graphs. | Tamir Hazan, Jian Peng, Amnon Shashua |
| 2012 | Selecting Computations: Theory and Applications. | Nicholas Hay, Stuart Russell, David Tolpin, Solomon Eyal Shimony |
| 2012 | Weighted Sets of Probabilities and MinimaxWeighted Expected Regret: New Approaches for Representing Uncertainty and Making Decisions. | Joseph Y. Halpern, Samantha Leung |
| 2012 | Semantic Understanding of Professional Soccer Commentaries. | Hannaneh Hajishirzi, Mohammad Rastegari, Ali Farhadi, Jessica K. Hodgins |
| 2012 | A Slice Sampler for Restricted Hierarchical Beta Process with Applications to Shared Subspace Learning. | Sunil Kumar Gupta, Dinh Q. Phung, Svetha Venkatesh |
| 2012 | Exploiting compositionality to explore a large space of model structures. | Roger B. Grosse, Ruslan Salakhutdinov, William T. Freeman, Joshua B. Tenenbaum |
| 2012 | Generalized Belief Propagation on Tree Robust Structured Region Graphs. | Andrew Gelfand, Max Welling |
| 2012 | Goal-Based Person Tracking Using a First-Order Probabilistic Model. | Thomas Geier, Stephan Reuter, Klaus Dietmayer, Susanne Biundo |
| 2012 | Combining local search techniques and path following for bimatrix games. | Nicola Gatti, Giorgio Patrini, Marco Rocco, Tuomas Sandholm |
| 2012 | Mechanism Design for Cost Optimal PAC Learning in the Presence of Strategic Noisy Annotators. | Dinesh Garg, Sourangshu Bhattacharya, S. Sundararajan, Shirish K. Shevade |
| 2012 | Spectral Estimation of Conditional Random Graph Models for Large-Scale Network Data. | Antonino Freno, Mikaela Keller, Gemma C. Garriga, Marc Tommasi |
| 2012 | Uniform Solution Sampling Using a Constraint Solver As an Oracle. | Stefano Ermon, Carla P. Gomes, Bart Selman |
| 2012 | Sample-efficient Nonstationary Policy Evaluation for Contextual Bandits. | Miroslav Dudk, Dumitru Erhan, John Langford, Lihong Li |
| 2012 | DBN-Based Combinatorial Resampling for Articulated Object Tracking. | Sverine Dubuisson, Christophe Gonzales, Xuan Son Nguyen |