| 2014 | A Chain Rule for the Expected Suprema of Gaussian Processes. Andreas Maurer |
| 2014 | A Map of Update Constraints in Inductive Inference. Timo Kötzing, Raphaela Palenta |
| 2014 | A Safe Approximation for Kolmogorov Complexity. Peter Bloem, Francisco Mota, Steven de Rooij, Luis Antunes, Pieter Adriaans |
| 2014 | A Survey of Preference-Based Online Learning with Bandit Algorithms. Róbert Busa-Fekete, Eyke Hüllermeier |
| 2014 | Algorithmic Identification of Probabilities Is Hard. Laurent Bienvenu, Benoit Monin, Alexander Shen |
| 2014 | Algorithmic Learning Theory - 25th International Conference, ALT 2014, Bled, Slovenia, October 8-10, 2014. Proceedings Peter Auer, Alexander Clark, Thomas Zeugmann, Sandra Zilles |
| 2014 | Bandit Online Optimization over the Permutahedron. Nir Ailon, Kohei Hatano, Eiji Takimoto |
| 2014 | Bayesian Reinforcement Learning with Exploration. Tor Lattimore, Marcus Hutter |
| 2014 | Cellular Tree Classifiers. Gérard Biau, Luc Devroye |
| 2014 | Clustering, Hamming Embedding, Generalized LSH and the Max Norm. Behnam Neyshabur, Yury Makarychev, Nathan Srebro |
| 2014 | Editors' Introduction. Peter Auer, Alexander Clark, Thomas Zeugmann, Sandra Zilles |
| 2014 | Extreme State Aggregation beyond MDPs. Marcus Hutter |
| 2014 | Generalization Bounds for Time Series Prediction with Non-stationary Processes. Vitaly Kuznetsov, Mehryar Mohri |
| 2014 | Generalizing Labeled and Unlabeled Sample Compression to Multi-label Concept Classes. Rahim Samei, Boting Yang, Sandra Zilles |
| 2014 | Indefinitely Oscillating Martingales. Jan Leike, Marcus Hutter |
| 2014 | Learning Boolean Halfspaces with Small Weights from Membership Queries. Hasan Abasi, Ali Z. Abdi, Nader H. Bshouty |
| 2014 | Learning Regular Omega Languages. Dana Angluin, Dana Fisman |
| 2014 | Offline to Online Conversion. Marcus Hutter |
| 2014 | On Exact Learning Monotone DNF from Membership Queries. Hasan Abasi, Nader H. Bshouty, Hanna Mazzawi |
| 2014 | On Learning the Optimal Waiting Time. Tor Lattimore, András György, Csaba Szepesvári |
| 2014 | On the Role of Update Constraints and Text-Types in Iterative Learning. Sanjay Jain, Timo Kötzing, Junqi Ma, Frank Stephan |
| 2014 | Parallel Learning of Automatic Classes of Languages. Sanjay Jain, Efim B. Kinber |
| 2014 | Policy Gradients for CVaR-Constrained MDPs. Prashanth L. A. |
| 2014 | Robust and Private Bayesian Inference. Christos Dimitrakakis, Blaine Nelson, Aikaterini Mitrokotsa, Benjamin I. P. Rubinstein |
| 2014 | Selecting Near-Optimal Approximate State Representations in Reinforcement Learning. Ronald Ortner, Odalric-Ambrym Maillard, Daniil Ryabko |