| 2012 | Graph-Coupled HMMs for Modeling the Spread of Infection. | Wen Dong, Alex Pentland, Katherine A. Heller |
| 2012 | Scaling Up Decentralized MDPs Through Heuristic Search. | Jilles Steeve Dibangoye, Christopher Amato, Arnaud Doniec |
| 2012 | High-Level Information Fusion with Bayesian Semantics. | Paulo Cesar G. da Costa, Kathryn B. Laskey, Kuo-Chu Chang, Wei Sun, Cheol Young Park, Shou Matsumoto |
| 2012 | A Bayesian Approach to Constraint Based Causal Inference. | Tom Claassen, Tom Heskes |
| 2012 | Lifted Relational Variational Inference. | Jaesik Choi, Eyal Amir |
| 2012 | Bayesian Structure Learning for Markov Random Fields with a Spike and Slab Prior. | Yutian Chen, Max Welling |
| 2012 | Designing Informative Securities. | Yiling Chen, Mike Ruberry, Jennifer Wortman Vaughan |
| 2012 | Decentralized Data Fusion and Active Sensing with Mobile Sensors for Modeling and Predicting Spatiotemporal Traffic Phenomena. | Jie Chen, Kian Hsiang Low, Colin Keng-Yan Tan, Ali Oran, Patrick Jaillet, John M. Dolan, Gaurav S. Sukhatme |
| 2012 | Interdependent Defense Games: Modeling Interdependent Security under Deliberate Attacks. | Hau Chan, Michael Ceyko, Luis E. Ortiz |
| 2012 | Leveraging Side Observations in Stochastic Bandits. | Stphane Caron, Branislav Kveton, Marc Lelarge, Smriti Bhagat |
| 2012 | Lifted Relax, Compensate and then Recover: From Approximate to Exact Lifted Probabilistic Inference. | Guy Van den Broeck, Arthur Choi, Adnan Darwiche |
| 2012 | An Efficient Message-Passing Algorithm for the M-Best MAP Problem. | Dhruv Batra |
| 2012 | Causal Inference by Surrogate Experiments: z-Identifiability. | Elias Bareinboim, Judea Pearl |
| 2012 | Video In Sentences Out. | Andrei Barbu, Alexander Bridge, Zachary Burchill, Dan Coroian, Sven J. Dickinson, Sanja Fidler, Aaron Michaux, Sam Mussman, Siddharth Narayanaswamy, Dhaval Salvi, Lara Schmidt, Jiangnan Shangguan, Jeffrey Mark Siskind, Jarrell W. Waggoner, Song Wang, Jinlian Wei, Yifan Yin, Zhiqi Zhang |
| 2012 | Deterministic MDPs with Adversarial Rewards and Bandit Feedback. | Raman Arora, Ofer Dekel, Ambuj Tewari |
| 2012 | Plackett-Luce regression: A new Bayesian model for polychotomous data. | Cdric Archambeau, Francois Caron |
| 2012 | Exploiting Uniform Assignments in First-Order MPE. | Udi Apsel, Ronen I. Brafman |
| 2012 | Variational Dual-Tree Framework for Large-Scale Transition Matrix Approximation. | Saeed Amizadeh, Bo Thiesson, Milos Hauskrecht |
| 2012 | Budget Optimization for Sponsored Search: Censored Learning in MDPs. | Kareem Amin, Michael J. Kearns, Peter B. Key, Anton Schwaighofer |
| 2012 | Using POMDPs to Forecast Kindergarten Students' Reading Comprehension. | Russell G. Almond, Umit Tokac, Stephanie Al Ortaiba |
| 2012 | Uncertain Congestion Games with Assorted Human Agent Populations. | Asrar Ahmed, Pradeep Varakantham, Shih-Fen Cheng |
| 2012 | Toward Large-Scale Agent Guidance in an Urban Taxi Service. | Lucas Agussurja, Hoong Chuin Lau |
| 2012 | Markov Determinantal Point Processes. | Raja Hafiz Affandi, Alex Kulesza, Emily B. Fox |
| 2012 | Learning to Rank With Bregman Divergences and Monotone Retargeting. | Sreangsu Acharyya, Oluwasanmi Koyejo, Joydeep Ghosh |
| 2012 | Probability and Asset Updating using Bayesian Networks for Combinatorial Prediction Markets. | Wei Sun, Robin Hanson, Kathryn B. Laskey, Charles Twardy |