| 2015 | Optimally Combining Classifiers Using Unlabeled Data. | Akshay Balsubramani, Yoav Freund |
| 2015 | Efficient Representations for Lifelong Learning and Autoencoding. | Maria-Florina Balcan, Avrim Blum, Santosh S. Vempala |
| 2015 | Label optimal regret bounds for online local learning. | Pranjal Awasthi, Moses Charikar, Kevin A. Lai, Andrej Risteski |
| 2015 | Efficient Learning of Linear Separators under Bounded Noise. | Pranjal Awasthi, Maria-Florina Balcan, Nika Haghtalab, Ruth Urner |
| 2015 | Simple, Efficient, and Neural Algorithms for Sparse Coding. | Sanjeev Arora, Rong Ge, Tengyu Ma, Ankur Moitra |
| 2015 | Learning Overcomplete Latent Variable Models through Tensor Methods. | Animashree Anandkumar, Rong Ge, Majid Janzamin |
| 2015 | Online Learning with Feedback Graphs: Beyond Bandits. | Noga Alon, Nicol Cesa-Bianchi, Ofer Dekel, Tomer Koren |
| 2015 | On Consistent Surrogate Risk Minimization and Property Elicitation. | Arpit Agarwal, Shivani Agarwal |
| 2015 | Fast Exact Matrix Completion with Finite Samples. | Prateek Jain, Praneeth Netrapalli |
| 2014 | Lower bounds on the performance of polynomial-time algorithms for sparse linear regression. | Yuchen Zhang, Martin J. Wainwright, Michael I. Jordan |
| 2014 | Community Detection via Random and Adaptive Sampling. | Se-Young Yun, Alexandre Proutire |
| 2014 | Edge Label Inference in Generalized Stochastic Block Models: from Spectral Theory to Impossibility Results. | Jiaming Xu, Laurent Massouli, Marc Lelarge |
| 2014 | Preface. | |
| 2014 | The Geometry of Losses. | Robert C. Williamson |
| 2014 | Open Problem: Shifting Experts on Easy Data. | Manfred K. Warmuth, Wouter M. Koolen |
| 2014 | Localized Complexities for Transductive Learning. | Ilya O. Tolstikhin, Gilles Blanchard, Marius Kloft |
| 2014 | Elicitation and Identification of Properties. | Ingo Steinwart, Chlo Pasin, Robert C. Williamson, Siyu Zhang |
| 2014 | Sample Compression for Multi-label Concept Classes. | Rahim Samei, Pavel Semukhin, Boting Yang, Sandra Zilles |
| 2014 | On the Consistency of Output Code Based Learning Algorithms for Multiclass Learning Problems. | Harish G. Ramaswamy, Balaji Srinivasan Babu, Shivani Agarwal, Robert C. Williamson |
| 2014 | Online Non-Parametric Regression. | Alexander Rakhlin, Karthik Sridharan |
| 2014 | Belief propagation, robust reconstruction and optimal recovery of block models. | Elchanan Mossel, Joe Neeman, Allan Sly |
| 2014 | Bayes-Optimal Scorers for Bipartite Ranking. | Aditya Krishna Menon, Robert C. Williamson |
| 2014 | Learning without concentration. | Shahar Mendelson |
| 2014 | Unconstrained Online Linear Learning in Hilbert Spaces: Minimax Algorithms and Normal Approximations. | H. Brendan McMahan, Francesco Orabona |
| 2014 | An Inequality with Applications to Structured Sparsity and Multitask Dictionary Learning. | Andreas Maurer, Massimiliano Pontil, Bernardino Romera-Paredes |