| 2014 | Optimal Resource Allocation with Semi-Bandit Feedback. | Tor Lattimore, Koby Crammer, Csaba Szepesvri |
| 2014 | Efficient Inference of Gaussian-Process-Modulated Renewal Processes with Application to Medical Event Data. | Thomas A. Lasko |
| 2014 | Position-Aware ListMLE: A Sequential Learning Process for Ranking. | Yanyan Lan, Yadong Zhu, Jiafeng Guo, Shuzi Niu, Xueqi Cheng |
| 2014 | Sequential Model-Based Ensemble Optimization. | Alexandre Lacoste, Hugo Larochelle, Mario Marchand, Franois Laviolette |
| 2014 | Matroid Bandits: Fast Combinatorial Optimization with Learning. | Branislav Kveton, Zheng Wen, Azin Ashkan, Hoda Eydgahi, Brian Eriksson |
| 2014 | Dynamic Bayesian Network Modeling of Vascularization in Engineered Tissues. | Caner Komurlu, Jinjian Shao, Mustafa Bilgic |
| 2014 | Saturated Conditional Independence with Fixed and Undetermined Sets of Incomplete Random Variables. | Henning Khler, Sebastian Link |
| 2014 | Recursive Best-First AND/OR Search for Optimization in Graphical Models. | Akihiro Kishimoto, Radu Marinescu |
| 2014 | Semantics for Improving Accuracy and Reducing Complexity in Strategic Decision Facilitation Tools. | Oscar Kipersztok |
| 2014 | Closed-form Solutions to a Subclass of Continuous Stochastic Games via Symbolic Dynamic Programming. | Shamin Kinathil, Scott Sanner, Nicols Della Penna |
| 2014 | Multi-Process Models - An Application for the Construction of Financial Factor Models. | Kevin R. Keane, Jason J. Corso |
| 2014 | Instance Label Prediction by Dirichlet Process Multiple Instance Learning. | Melih Kandemir, Fred A. Hamprecht |
| 2014 | Using Bayesian Attack Detection Models to Drive Cyber Deception. | James Jones, Kathryn B. Laskey |
| 2014 | Min-d-Occur: Ensuring Future Occurrences in Streaming Sets. | Vidit Jain, Sainyam Galhotra |
| 2014 | Monotone Closure of Relaxed Constraints in Submodular Optimization: Connections Between Minimization and Maximization. | Rishabh K. Iyer, Stefanie Jegelka, Jeff A. Bilmes |
| 2014 | Generating structure of latent variable models for nested data. | Masakazu Ishihata, Tomoharu Iwata |
| 2014 | Constraint-based Causal Discovery: Conflict Resolution with Answer Set Programming. | Antti Hyttinen, Frederick Eberhardt, Matti Jrvisalo |
| 2014 | Off-policy TD( l) with a true online equivalence. | Hado van Hasselt, Ashique Rupam Mahmood, Richard S. Sutton |
| 2014 | Learning Peptide-Spectrum Alignment Models for Tandem Mass Spectrometry. | John T. Halloran, Jeff A. Bilmes, William Stafford Noble |
| 2014 | Efficient Bayesian Nonparametric Modelling of Structured Point Processes. | Tom Gunter, Chris M. Lloyd, Michael A. Osborne, Stephen J. Roberts |
| 2014 | Batch-Mode Active Learning via Error Bound Minimization. | Quanquan Gu, Tong Zhang, Jiawei Han |
| 2014 | Interactive Learning from Unlabeled Instructions. | Jonathan Grizou, Iaki Iturrate, Luis Montesano, Pierre-Yves Oudeyer, Manuel Lopes |
| 2014 | Understanding the Complexity of Lifted Inference and Asymmetric Weighted Model Counting. | Eric Gribkoff, Guy Van den Broeck, Dan Suciu |
| 2014 | Transformation-based Probabilistic Clustering with Supervision. | Siddharth Gopal, Yiming Yang |
| 2014 | Nonparametric Clustering with Distance Dependent Hierarchies. | Soumya Ghosh, Michalis Raptis, Leonid Sigal, Erik B. Sudderth |