| 2012 | Self-Confirming Price Prediction Strategies for Simultaneous One-Shot Auctions. | Michael P. Wellman, Eric Sodomka, Amy Greenwald |
| 2012 | A Cluster-Cumulant Expansion at the Fixed Points of Belief Propagation. | Max Welling, Andrew Gelfand, Alexander Ihler |
| 2012 | Fast Graph Construction Using Auction Algorithm. | Jun Wang, Yinglong Xia |
| 2012 | Dynamic Teaching in Sequential Decision Making Environments. | Thomas J. Walsh, Sergiu Goschin |
| 2012 | Topics Over Nonparametric Time: A Supervised Topic Model Using Bayesian Nonparametric Density Estimation. | Daniel David Walker, Eric K. Ringger, Kevin D. Seppi |
| 2012 | Latent Dirichlet Allocation Uncovers Spectral Characteristics of Drought Stressed Plants. | Mirwaes Wahabzada, Kristian Kersting, Christian Bauckhage, Christoph Rmer, Agim Ballvora, Francisco Pinto, Uwe Rascher, Jens Leon, Lutz Ploemer |
| 2012 | Factorized Multi-Modal Topic Model. | Seppo Virtanen, Yangqing Jia, Arto Klami, Trevor Darrell |
| 2012 | Value Function Approximation in Noisy Environments Using Locally Smoothed Regularized Approximate Linear Programs. | Gavin Taylor, Ronald Parr |
| 2012 | Fast Exact Inference for Recursive Cardinality Models. | Daniel Tarlow, Kevin Swersky, Richard S. Zemel, Ryan Prescott Adams, Brendan J. Frey |
| 2012 | Efficiently Searching for Frustrated Cycles in MAP Inference. | David A. Sontag, Do Kook Choe, Yitao Li |
| 2012 | Detecting Change-Points in Time Series by Maximum Mean Discrepancy of Ordinal Pattern Distributions. | Mathieu Sinn, Ali Ghodsi, Karsten Keller |
| 2012 | Spectrum Identification using a Dynamic Bayesian Network Model of Tandem Mass Spectra. | Ajit P. Singh, John T. Halloran, Jeff A. Bilmes, Katrin Kirchhoff, William Stafford Noble |
| 2012 | Latent Composite Likelihood Learning for the Structured Canonical Correlation Model. | Ricardo Silva |
| 2012 | PAC-Bayesian Inequalities for Martingales. | Yevgeny Seldin, Franois Laviolette, Nicol Cesa-Bianchi, John Shawe-Taylor, Peter Auer |
| 2012 | Predicting the behavior of interacting humans by fusing data from multiple sources. | Erik J. Schlicht, Ritchie Lee, David H. Wolpert, Mykel J. Kochenderfer, Brendan D. Tracey |
| 2012 | Efficient MRF Energy Minimization via Adaptive Diminishing Smoothing. | Bogdan Savchynskyy, Stefan Schmidt, Jrg H. Kappes, Christoph Schnrr |
| 2012 | From imprecise probability assessments to conditional probabilities with quasi additive classes of conditioning events. | Giuseppe Sanfilippo |
| 2012 | Active Learning with Distributional Estimates. | Jens Rder, Boaz Nadler, Kevin Kunzmann, Fred A. Hamprecht |
| 2012 | Nested Markov Properties for Acyclic Directed Mixed Graphs. | Thomas S. Richardson, James M. Robins, Ilya Shpitser |
| 2012 | New Advances and Theoretical Insights into EDML. | Khaled S. Refaat, Arthur Choi, Adnan Darwiche |
| 2012 | Incentive Decision Processes. | Sashank Jakkam Reddi, Emma Brunskill |
| 2012 | A Maximum Likelihood Approach For Selecting Sets of Alternatives. | Ariel D. Procaccia, Sashank Jakkam Reddi, Nisarg Shah |
| 2012 | A Model-Based Approach to Rounding in Spectral Clustering. | Leonard K. M. Poon, April H. Liu, Tengfei Liu, Nevin Lianwen Zhang |
| 2012 | An Approximate Solution Method for Large Risk-Averse Markov Decision Processes. | Marek Petrik, Dharmashankar Subramanian |
| 2012 | The Do-Calculus Revisited. | Judea Pearl |