| 2014 | A Bayesian Nonparametric Model for Spectral Estimation of Metastable Systems. Hao Wu |
| 2014 | A Consistent Estimator of the Expected Gradient Outerproduct. Shubhendu Trivedi, Jialei Wang, Samory Kpotufe, Gregory Shakhnarovich |
| 2014 | A Hierarchical Switching Linear Dynamical System Applied to the Detection of Sepsis in Neonatal Condition Monitoring. Ioan Stanculescu, Christopher K. I. Williams, Yvonne Freer |
| 2014 | A Permutation-Based Kernel Conditional Independence Test. Gary Doran, Krikamol Muandet, Kun Zhang, Bernhard Schölkopf |
| 2014 | A Spectral Algorithm for Learning Class-Based n-gram Models of Natural Language. Karl Stratos, Do-kyum Kim, Michael Collins, Daniel J. Hsu |
| 2014 | A variational approach to stable principal component pursuit. Aleksandr Y. Aravkin, Stephen Becker, Volkan Cevher, Peder A. Olsen |
| 2014 | AND/OR Search for Marginal MAP. Radu Marinescu, Rina Dechter, Alexander Ihler |
| 2014 | Accelerating MCMC via Parallel Predictive Prefetching. Elaine Angelino, Eddie Kohler, Amos Waterland, Margo I. Seltzer, Ryan P. Adams |
| 2014 | Active Learning of Linear Embeddings for Gaussian Processes. Roman Garnett, Michael A. Osborne, Philipp Hennig |
| 2014 | Adaptive Monotone Shrinkage for Regression. Zhuang Ma, Dean P. Foster, Robert A. Stine |
| 2014 | Annealing Paths for the Evaluation of Topic Models. James R. Foulds, Padhraic Smyth |
| 2014 | Approximate Decentralized Bayesian Inference. Trevor Campbell, Jonathan P. How |
| 2014 | Approximating the Bethe Partition Function. Adrian Weller, Tony Jebara |
| 2014 | Asymptotically Exact, Embarrassingly Parallel MCMC. Willie Neiswanger, Chong Wang, Eric P. Xing |
| 2014 | Batch-Mode Active Learning via Error Bound Minimization. Quanquan Gu, Tong Zhang, Jiawei Han |
| 2014 | Bayesian Filtering with Online Gaussian Process Latent Variable Models. Yali Wang, Marcus A. Brubaker, Brahim Chaib-draa, Raquel Urtasun |
| 2014 | Bayesian Inference in Treewidth-Bounded Graphical Models Without Indegree Constraints. Daniel J. Rosenkrantz, Madhav V. Marathe, Ravi Sundaram, Anil Vullikanti |
| 2014 | Bayesian Interactive Decision Support for Multi-Attribute Problems with Even Swaps. Debarun Bhattacharjya, Jeffrey O. Kephart |
| 2014 | Bayesian Optimization with Unknown Constraints. Michael A. Gelbart, Jasper Snoek, Ryan P. Adams |
| 2014 | Belief-Kinematics Jeffrey-s Rules in the Theory of Evidence. Chunlai Zhou, Mingyue Wang, Biao Qin |
| 2014 | Bisimulation Metrics are Optimal Value Functions. Norman Ferns, Doina Precup |
| 2014 | CAN(PLAN)+: Extending the Operational Semantics of the BDI Architecture to deal with Uncertain Information. Kim Bauters, Weiru Liu, Jun Hong, Carles Sierra, Lluís Godo |
| 2014 | Closed-form Solutions to a Subclass of Continuous Stochastic Games via Symbolic Dynamic Programming. Shamin Kinathil, Scott Sanner, Nicolás Della Penna |
| 2014 | CoRE Kernels. Ping Li |
| 2014 | Collaborative Multi-output Gaussian Processes. Trung V. Nguyen, Edwin V. Bonilla |
| 2014 | Combining predictions from linear models when training and test inputs differ. Thijs van Ommen |
| 2014 | Constraint-based Causal Discovery: Conflict Resolution with Answer Set Programming. Antti Hyttinen, Frederick Eberhardt, Matti Järvisalo |
| 2014 | Constructing Separators and Adjustment Sets in Ancestral Graphs. Benito van der Zander, Maciej Liskiewicz, Johannes Textor |
| 2014 | Continuously indexed Potts models on unoriented graphs. Loïc Landrieu, Guillaume Obozinski |
| 2014 | Correlated Compressive Sensing for Networked Data. Tianlin Shi, Da Tang, Liwen Xu, Thomas Moscibroda |
| 2014 | Efficient Bayesian Nonparametric Modelling of Structured Point Processes. Tom Gunter, Chris M. Lloyd, Michael A. Osborne, Stephen J. Roberts |
| 2014 | Efficient Inference of Gaussian-Process-Modulated Renewal Processes with Application to Medical Event Data. Thomas A. Lasko |
| 2014 | Efficient Regret Bounds for Online Bid Optimisation in Budget-Limited Sponsored Search Auctions. Long Tran-Thanh, Lampros C. Stavrogiannis, Victor Naroditskiy, Valentin Robu, Nicholas R. Jennings, Peter B. Key |
| 2014 | Efficient Sparse Recovery via Adaptive Non-Convex Regularizers with Oracle Property. Ming Lin, Rong Jin, Changshui Zhang |
| 2014 | Electing the Most Probable Without Eliminating the Irrational: Voting Over Intransitive Domains. Edith Elkind, Nisarg Shah |
| 2014 | Estimating Accuracy from Unlabeled Data. Emmanouil Antonios Platanios, Avrim Blum, Tom M. Mitchell |
| 2014 | Estimating Causal Effects by Bounding Confounding. Philipp Geiger, Dominik Janzing, Bernhard Schölkopf |
| 2014 | Fast Gaussian Process Posteriors with Product Trees. David A. Moore, Stuart Russell |
| 2014 | Fast Newton methods for the group fused lasso. Matt Wytock, Suvrit Sra, Jeremy Z. Kolter |
| 2014 | Fast Ridge Regression with Randomized Principal Component Analysis and Gradient Descent. Yichao Lu, Dean P. Foster |
| 2014 | Finding Optimal Bayesian Network Structures with Constraints Learned from Data. Xiannian Fan, Brandon M. Malone, Changhe Yuan |
| 2014 | Firefly Monte Carlo: Exact MCMC with Subsets of Data. Dougal Maclaurin, Ryan P. Adams |
| 2014 | First-Order Open-Universe POMDPs. Siddharth Srivastava, Stuart Russell, Paul Ruan, Xiang Cheng |
| 2014 | GPS-ABC: Gaussian Process Surrogate Approximate Bayesian Computation. Edward Meeds, Max Welling |
| 2014 | Generating structure of latent variable models for nested data. Masakazu Ishihata, Tomoharu Iwata |
| 2014 | HELM: Highly Efficient Learning of Mixed copula networks. Yaniv Tenzer, Gal Elidan |
| 2014 | Improved Densification of One Permutation Hashing. Anshumali Shrivastava, Ping Li |
| 2014 | Inference Complexity in Continuous Time Bayesian Networks. Liessman Sturlaugson, John W. Sheppard |
| 2014 | Inferring latent structures via information inequalities. Rafael Chaves, Lukas Luft, Thiago O. Maciel, David Gross, Dominik Janzing, Bernhard Schölkopf |
| 2014 | Instance Label Prediction by Dirichlet Process Multiple Instance Learning. Melih Kandemir, Fred A. Hamprecht |
| 2014 | Interactive Learning from Unlabeled Instructions. Jonathan Grizou, Iñaki Iturrate, Luis Montesano, Pierre-Yves Oudeyer, Manuel Lopes |
| 2014 | Iterative Splits of Quadratic Bounds for Scalable Binary Tensor Factorization. Beyza Ermis, Guillaume Bouchard |
| 2014 | Latent Kullback Leibler Control for Continuous-State Systems using Probabilistic Graphical Models. Takamitsu Matsubara, Vicenç Gómez, Hilbert J. Kappen |
| 2014 | Learning Partial Policies to Speedup MDP Tree Search. Jervis Pinto, Alan Fern |
| 2014 | Learning Peptide-Spectrum Alignment Models for Tandem Mass Spectrometry. John T. Halloran, Jeff A. Bilmes, William Stafford Noble |
| 2014 | Learning from Point Sets with Observational Bias. Liang Xiong, Jeff G. Schneider |
| 2014 | Learning to Predict from Crowdsourced Data. Wei Bi, Liwei Wang, James T. Kwok, Zhuowen Tu |
| 2014 | Lifted Message Passing as Reparametrization of Graphical Models. Martin Mladenov, Amir Globerson, Kristian Kersting |
| 2014 | Lifted Tree-Reweighted Variational Inference. Hung Hai Bui, Tuyen N. Huynh, David A. Sontag |
| 2014 | MEMR: A Margin Equipped Monotone Retargeting Framework for Ranking. Sreangsu Acharyya, Joydeep Ghosh |
| 2014 | Market Making with Decreasing Utility for Information. Miroslav Dudík, Rafael M. Frongillo, Jennifer Wortman Vaughan |
| 2014 | Markov Network Structure Learning via Ensemble-of-Forests Models. Eirini Arvaniti, Manfred Claassen |
| 2014 | Matroid Bandits: Fast Combinatorial Optimization with Learning. Branislav Kveton, Zheng Wen, Azin Ashkan, Hoda Eydgahi, Brian Eriksson |
| 2014 | Message Passing for Soft Constraint Dual Decomposition. David Belanger, Alexandre Passos, Sebastian Riedel, Andrew McCallum |
| 2014 | Metrics for Probabilistic Geometries. Alessandra Tosi, Søren Hauberg, Alfredo Vellido, Neil D. Lawrence |
| 2014 | Min-d-Occur: Ensuring Future Occurrences in Streaming Sets. Vidit Jain, Sainyam Galhotra |
| 2014 | Model Regularization for Stable Sample Rollouts. Erik Talvitie |
| 2014 | Modeling Citation Networks Using Latent Random Offsets. Willie Neiswanger, Chong Wang, Qirong Ho, Eric P. Xing |
| 2014 | Monotone Closure of Relaxed Constraints in Submodular Optimization: Connections Between Minimization and Maximization. Rishabh K. Iyer, Stefanie Jegelka, Jeff A. Bilmes |
| 2014 | Multi-label Image Classification with A Probabilistic Label Enhancement Model. Xin Li, Feipeng Zhao, Yuhong Guo |
| 2014 | Near-optimal Adaptive Pool-based Active Learning with General Loss. Nguyen Viet Cuong, Wee Sun Lee, Nan Ye |
| 2014 | Nonparametric Clustering with Distance Dependent Hierarchies. Soumya Ghosh, Michalis Raptis, Leonid Sigal, Erik B. Sudderth |
| 2014 | Nuclear Norm Regularized Least Squares Optimization on Grassmannian Manifolds. Yuanyuan Liu, Fanhua Shang, Hong Cheng, James Cheng |
| 2014 | Off-policy TD( l) with a true online equivalence. Hado van Hasselt, Ashique Rupam Mahmood, Richard S. Sutton |
| 2014 | On Convergence and Optimality of Best-Response Learning with Policy Types in Multiagent Systems. Stefano V. Albrecht, Subramanian Ramamoorthy |
| 2014 | Optimal Resource Allocation with Semi-Bandit Feedback. Tor Lattimore, Koby Crammer, Csaba Szepesvári |
| 2014 | Optimal amortized regret in every interval. Rina Panigrahy, Preyas Popat |
| 2014 | Parallel Markov Chain Monte Carlo for Pitman-Yor Mixture Models. Kumar Avinava Dubey, Sinead Williamson, Eric P. Xing |
| 2014 | Position-Aware ListMLE: A Sequential Learning Process for Ranking. Yanyan Lan, Yadong Zhu, Jiafeng Guo, Shuzi Niu, Xueqi Cheng |
| 2014 | Proceedings of the Thirtieth Conference on Uncertainty in Artificial Intelligence, UAI 2014, Quebec City, Quebec, Canada, July 23-27, 2014 Nevin L. Zhang, Jin Tian |
| 2014 | Quantifying Nonlocal Informativeness in High-Dimensional, Loopy Gaussian Graphical Models. Daniel S. Levine, Jonathan P. How |
| 2014 | Recursive Best-First AND/OR Search for Optimization in Graphical Models. Akihiro Kishimoto, Radu Marinescu |
| 2014 | SPPM: Sparse Privacy Preserving Mappings. Salman Salamatian, Nadia Fawaz, Branislav Kveton, Nina Taft |
| 2014 | Saturated Conditional Independence with Fixed and Undetermined Sets of Incomplete Random Variables. Henning Köhler, Sebastian Link |
| 2014 | Sequential Bayesian Optimisation for Spatial-Temporal Monitoring. Román Marchant, Fabio Ramos, Scott Sanner |
| 2014 | Sequential Model-Based Ensemble Optimization. Alexandre Lacoste, Hugo Larochelle, Mario Marchand, François Laviolette |
| 2014 | Stochastic Discriminative EM. Andrés R. Masegosa |
| 2014 | Structured Proportional Jump Processes. Tal El-Hay, Omer Weissbrod, Elad Eban, Maurizio Zazzi, Francesca Incardona |
| 2014 | Tightness Results for Local Consistency Relaxations in Continuous MRFs. Yoav Wald, Amir Globerson |
| 2014 | Transformation-based Probabilistic Clustering with Supervision. Siddharth Gopal, Yiming Yang |
| 2014 | Understanding the Bethe Approximation: When and How can it go Wrong? Adrian Weller, Kui Tang, Tony Jebara, David A. Sontag |
| 2014 | Understanding the Complexity of Lifted Inference and Asymmetric Weighted Model Counting. Eric Gribkoff, Guy Van den Broeck, Dan Suciu |
| 2014 | Universal Convexification via Risk-Aversion. Krishnamurthy Dvijotham, Maryam Fazel, Emanuel Todorov |
| 2014 | Venn-Abers Predictors. Vladimir Vovk, Ivan Petej |
| 2014 | k-NN Regression on Functional Data with Incomplete Observations. Sashank J. Reddi, Barnabás Póczos |