Online Learning

Make the Minority Great Again: First-Order Regret Bound for Contextual Bandits ICML 2018 Memory Based Online Learning of Deep Representations From Video Streams CVPR 2018 Meta-Level Control of Anytime Algorithms with Online Performance Prediction IJCAI 2018 Minimax Concave Penalized Multi-Armed Bandit Model with High-Dimensional Covariates ICML 2018 Minimizing Adaptive Regret with One Gradient per Iteration IJCAI 2018 Multinomial Logit Bandit with Linear Utility Functions IJCAI 2018 Multiple-Step Greedy Policies in Approximate and Online Reinforcement Learning NeurIPS 2018 Nonstochastic Bandits with Composite Anonymous Feedback COLT 2018 Online Adaptive Methods, Universality and Acceleration NeurIPS 2018 Online convex optimization for cumulative constraints NeurIPS 2018 Online Heterogeneous Transfer Metric Learning IJCAI 2018 Online Improper Learning with an Approximation Oracle NeurIPS 2018 Online Kernel Selection via Incremental Sketched Kernel Alignment IJCAI 2018 Online Learning of Quantum States NeurIPS 2018 Online Learning with Abstention ICML 2018 Online Linear Quadratic Control ICML 2018 Online Reciprocal Recommendation with Theoretical Performance Guarantees NeurIPS 2018 On preserving non-discrimination when combining expert advice NeurIPS 2018 Policy Regret in Repeated Games NeurIPS 2018 Preventing Disparate Treatment in Sequential Decision Making IJCAI 2018 Projection-Free Online Optimization with Stochastic Gradient: From Convexity to Submodularity ICML 2018 Provable Variable Selection for Streaming Features ICML 2018 Regret Bounds for Online Portfolio Selection with a Cardinality Constraint NeurIPS 2018 Request-and-Reverify: Hierarchical Hypothesis Testing for Concept Drift Detection with Expensive Labels IJCAI 2018 Reward Maximization Under Uncertainty: Leveraging Side-Observations on Networks JMLR 2018