| 2014 | Bayesian Optimization with Unknown Constraints. | Michael A. Gelbart, Jasper Snoek, Ryan P. Adams |
| 2014 | Estimating Causal Effects by Bounding Confounding. | Philipp Geiger, Dominik Janzing, Bernhard Schlkopf |
| 2014 | How Occam's Razor Provides a Neat Definition of Direct Causation. | Alexander Gebharter, Gerhard Schurz |
| 2014 | Active Learning of Linear Embeddings for Gaussian Processes. | Roman Garnett, Michael A. Osborne, Philipp Hennig |
| 2014 | Annealing Paths for the Evaluation of Topic Models. | James R. Foulds, Padhraic Smyth |
| 2014 | Bisimulation Metrics are Optimal Value Functions. | Norman Ferns, Doina Precup |
| 2014 | Finding Optimal Bayesian Network Structures with Constraints Learned from Data. | Xiannian Fan, Brandon M. Malone, Changhe Yuan |
| 2014 | Iterative Splits of Quadratic Bounds for Scalable Binary Tensor Factorization. | Beyza Ermis, Guillaume Bouchard |
| 2014 | Electing the Most Probable Without Eliminating the Irrational: Voting Over Intransitive Domains. | Edith Elkind, Nisarg Shah |
| 2014 | Structured Proportional Jump Processes. | Tal El-Hay, Omer Weissbrod, Elad Eban, Maurizio Zazzi, Francesca Incardona |
| 2014 | Universal Convexification via Risk-Aversion. | Krishnamurthy Dvijotham, Maryam Fazel, Emanuel Todorov |
| 2014 | Market Making with Decreasing Utility for Information. | Miroslav Dudk, Rafael M. Frongillo, Jennifer Wortman Vaughan |
| 2014 | Parallel Markov Chain Monte Carlo for Pitman-Yor Mixture Models. | Kumar Avinava Dubey, Sinead Williamson, Eric P. Xing |
| 2014 | A Permutation-Based Kernel Conditional Independence Test. | Gary Doran, Krikamol Muandet, Kun Zhang, Bernhard Schlkopf |
| 2014 | Near-optimal Adaptive Pool-based Active Learning with General Loss. | Nguyen Viet Cuong, Wee Sun Lee, Nan Ye |
| 2014 | Type-II Errors of Independence Tests Can Lead to Arbitrarily Large Errors in Estimated Causal Effects: An Illustrative Example. | Nicholas Cornia, Joris M. Mooij |
| 2014 | Inferring latent structures via information inequalities. | Rafael Chaves, Lukas Luft, Thiago O. Maciel, David Gross, Dominik Janzing, Bernhard Schlkopf |
| 2014 | Using Bayesian Networks to Identify and Prevent Split Purchases in Brazil. | Rommel N. Carvalho, Leonardo Sales, Henrique A. Da Rocha, Gilson Librio Mendes |
| 2014 | Approximate Decentralized Bayesian Inference. | Trevor Campbell, Jonathan P. How |
| 2014 | Lifted Tree-Reweighted Variational Inference. | Hung Hai Bui, Tuyen N. Huynh, David A. Sontag |
| 2014 | Learning to Predict from Crowdsourced Data. | Wei Bi, Liwei Wang, James T. Kwok, Zhuowen Tu |
| 2014 | Bayesian Interactive Decision Support for Multi-Attribute Problems with Even Swaps. | Debarun Bhattacharjya, Jeffrey O. Kephart |
| 2014 | Message Passing for Soft Constraint Dual Decomposition. | David Belanger, Alexandre Passos, Sebastian Riedel, Andrew McCallum |
| 2014 | CAN(PLAN)+: Extending the Operational Semantics of the BDI Architecture to deal with Uncertain Information. | Kim Bauters, Weiru Liu, Jun Hong, Carles Sierra, Llus Godo |
| 2014 | Markov Network Structure Learning via Ensemble-of-Forests Models. | Eirini Arvaniti, Manfred Claassen |