| 2015 | Two Problems for Sophistication. | Peter Bloem, Steven de Rooij, Pieter Adriaans |
| 2015 | On the Rademacher Complexity of Weighted Automata. | Borja Balle, Mehryar Mohri |
| 2015 | Learning a Random DFA from Uniform Strings and State Information. | Dana Angluin, Dongqu Chen |
| 2015 | Tensor Decompositions for Learning Latent Variable Models (A Survey for ALT). | Anima Anandkumar, Rong Ge, Daniel J. Hsu, Sham M. Kakade, Matus Telgarsky |
| 2015 | Non-adaptive Learning of a Hidden Hypergraph. | Hasan Abasi, Nader H. Bshouty, Hanna Mazzawi |
| 2014 | Generalizing Labeled and Unlabeled Sample Compression to Multi-label Concept Classes. | Rahim Samei, Boting Yang, Sandra Zilles |
| 2014 | Selecting Near-Optimal Approximate State Representations in Reinforcement Learning. | Ronald Ortner, Odalric-Ambrym Maillard, Daniil Ryabko |
| 2014 | Clustering, Hamming Embedding, Generalized LSH and the Max Norm. | Behnam Neyshabur, Yury Makarychev, Nathan Srebro |
| 2014 | A Chain Rule for the Expected Suprema of Gaussian Processes. | Andreas Maurer |
| 2014 | Indefinitely Oscillating Martingales. | Jan Leike, Marcus Hutter |
| 2014 | Bayesian Reinforcement Learning with Exploration. | Tor Lattimore, Marcus Hutter |
| 2014 | On Learning the Optimal Waiting Time. | Tor Lattimore, Andrs Gyrgy, Csaba Szepesvri |
| 2014 | Generalization Bounds for Time Series Prediction with Non-stationary Processes. | Vitaly Kuznetsov, Mehryar Mohri |
| 2014 | A Map of Update Constraints in Inductive Inference. | Timo Ktzing, Raphaela Palenta |
| 2014 | On the Role of Update Constraints and Text-Types in Iterative Learning. | Sanjay Jain, Timo Ktzing, Junqi Ma, Frank Stephan |
| 2014 | Parallel Learning of Automatic Classes of Languages. | Sanjay Jain, Efim B. Kinber |
| 2014 | Offline to Online Conversion. | Marcus Hutter |
| 2014 | Extreme State Aggregation beyond MDPs. | Marcus Hutter |
| 2014 | Robust and Private Bayesian Inference. | Christos Dimitrakakis, Blaine Nelson, Aikaterini Mitrokotsa, Benjamin I. P. Rubinstein |
| 2014 | A Survey of Preference-Based Online Learning with Bandit Algorithms. | Rbert Busa-Fekete, Eyke Hllermeier |
| 2014 | A Safe Approximation for Kolmogorov Complexity. | Peter Bloem, Francisco Mota, Steven de Rooij, Luis Antunes, Pieter Adriaans |
| 2014 | Algorithmic Identification of Probabilities Is Hard. | Laurent Bienvenu, Benoit Monin, Alexander Shen |
| 2014 | Cellular Tree Classifiers. | Grard Biau, Luc Devroye |
| 2014 | Editors' Introduction. | Peter Auer, Alexander Clark, Thomas Zeugmann, Sandra Zilles |
| 2014 | Learning Regular Omega Languages. | Dana Angluin, Dana Fisman |