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Learning Theory

5,334 papers

Papers per year

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466
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Papers

LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements NIPS 2015
Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning NIPS 2015
Multi-class SVMs: From Tighter Data-Dependent Generalization Bounds to Novel Algorithms NIPS 2015
No-Regret Learning in Bayesian Games NIPS 2015
Learning Theory and Algorithms for Forecasting Non-stationary Time Series NIPS 2015
Evaluating the statistical significance of biclusters NIPS 2015
Learning with Symmetric Label Noise: The Importance of Being Unhinged NIPS 2015
Cornering Stationary and Restless Mixing Bandits with Remix-UCB NIPS 2015
Learnability of Influence in Networks NIPS 2015
On the consistency theory of high dimensional variable screening NIPS 2015
Revenue Optimization against Strategic Buyers NIPS 2015
Testing Closeness With Unequal Sized Samples NIPS 2015
Algorithmic Stability and Uniform Generalization NIPS 2015
Online Learning with Adversarial Delays NIPS 2015
Fast Convergence of Regularized Learning in Games NIPS 2015
Sample Complexity of Learning Mahalanobis Distance Metrics NIPS 2015
Lifelong Learning with Non-i.i.d. Tasks NIPS 2015
Learning From Small Samples: An Analysis of Simple Decision Heuristics NIPS 2015
Rethinking LDA: Moment Matching for Discrete ICA NIPS 2015
Is Approval Voting Optimal Given Approval Votes? NIPS 2015
Basis refinement strategies for linear value function approximation in MDPs NIPS 2015
On Top-k Selection in Multi-Armed Bandits and Hidden Bipartite Graphs NIPS 2015
Fast Rates for Exp-concave Empirical Risk Minimization NIPS 2015
Learning Causal Graphs with Small Interventions NIPS 2015
Efficient Learning by Directed Acyclic Graph For Resource Constrained Prediction NIPS 2015