| 2015 | Adaptive Sampling for Incremental Optimization Using Stochastic Gradient Descent. Guillaume Papa, Pascal Bianchi, Stéphan Clémençon |
| 2015 | Algorithmic Learning Theory - 26th International Conference, ALT 2015, Banff, AB, Canada, October 4-6, 2015, Proceedings Kamalika Chaudhuri, Claudio Gentile, Sandra Zilles |
| 2015 | Bounds on the Minimax Rate for Estimating a Prior over a VC Class from Independent Learning Tasks. Liu Yang, Steve Hanneke, Jaime G. Carbonell |
| 2015 | Combining Models of Approximation with Partial Learning. Ziyuan Gao, Frank Stephan, Sandra Zilles |
| 2015 | Efficient Matrix Sensing Using Rank-1 Gaussian Measurements. Kai Zhong, Prateek Jain, Inderjit S. Dhillon |
| 2015 | Exact Learning of Multivalued Dependencies. Montserrat Hermo, Ana Ozaki |
| 2015 | Hierarchical Design of Fast Minimum Disagreement Algorithms. Malte Darnstädt, Christoph Ries, Hans Ulrich Simon |
| 2015 | Information Preserving Dimensionality Reduction. Shrinu Kushagra, Shai Ben-David |
| 2015 | Interactive Clustering of Linear Classes and Cryptographic Lower Bounds. Ádám Dániel Lelkes, Lev Reyzin |
| 2015 | Learning a Random DFA from Uniform Strings and State Information. Dana Angluin, Dongqu Chen |
| 2015 | Learning with Deep Cascades. Giulia DeSalvo, Mehryar Mohri, Umar Syed |
| 2015 | Learning with a Drifting Target Concept. Steve Hanneke, Varun Kanade, Liu Yang |
| 2015 | Multi-task and Lifelong Learning of Kernels. Anastasia Pentina, Shai Ben-David |
| 2015 | Non-adaptive Learning of a Hidden Hypergraph. Hasan Abasi, Nader H. Bshouty, Hanna Mazzawi |
| 2015 | On the Computability of Solomonoff Induction and Knowledge-Seeking. Jan Leike, Marcus Hutter |
| 2015 | On the Rademacher Complexity of Weighted Automata. Borja Balle, Mehryar Mohri |
| 2015 | On the Teaching Complexity of Linear Sets. Ziyuan Gao, Hans Ulrich Simon, Sandra Zilles |
| 2015 | Online Learning in Markov Decision Processes with Continuous Actions. Yi-Te Hong, Chi-Jen Lu |
| 2015 | Online Linear Optimization for Job Scheduling Under Precedence Constraints. Takahiro Fujita, Kohei Hatano, Shuji Kijima, Eiji Takimoto |
| 2015 | Permutational Rademacher Complexity - A New Complexity Measure for Transductive Learning. Ilya O. Tolstikhin, Nikita Zhivotovskiy, Gilles Blanchard |
| 2015 | Priced Learning. Sanjay Jain, Junqi Ma, Frank Stephan |
| 2015 | Scale-Free Algorithms for Online Linear Optimization. Francesco Orabona, Dávid Pál |
| 2015 | Solomonoff Induction Violates Nicod's Criterion. Jan Leike, Marcus Hutter |
| 2015 | Subsampling in Smoothed Range Spaces. Jeff M. Phillips, Yan Zheng |
| 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 | Two Problems for Sophistication. Peter Bloem, Steven de Rooij, Pieter Adriaans |