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online learning

1777 papers

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OL

Co-occurring keywords

regret bound (1926) multi-armed bandit (1098) stochastic optimization (1060) regret minimization (315) contextual bandit (381) reinforcement learning (4352) online algorithm (445) convex optimization (1321) adversarial learning (1595) continual learning (1181)

Papers

Minimizing Dynamic Regret and Adaptive Regret Simultaneously AISTATS 2020
Online Multi-Kernel Learning with Graph-Structured Feedback ICML 2020
Naive Exploration is Optimal for Online LQR ICML 2020
Provably Efficient Model-based Policy Adaptation ICML 2020
Designing Optimal Dynamic Treatment Regimes: A Causal Reinforcement Learning Approach ICML 2020
When Demands Evolve Larger and Noisier: Learning and Earning in a Growing Environment ICML 2020
Mixed Strategies for Robust Optimization of Unknown Objectives AISTATS 2020
Nonparametric Sequential Prediction While Deep Learning the Kernel AISTATS 2020
A single algorithm for both restless and rested rotting bandits AISTATS 2020
Incremental Sense Weight Training for In-Depth Interpretation of Contextualized Word Embeddings (Student Abstract) AAAI 2020
Online Second Price Auction with Semi-Bandit Feedback under the Non-Stationary Setting AAAI 2020
Pairwise Learning with Differential Privacy Guarantees AAAI 2020
Learning to Crawl AAAI 2020
No-regret Exploration in Contextual Reinforcement Learning UAI 2020
Finite-Memory Near-Optimal Learning for Markov Decision Processes with Long-Run Average Reward UAI 2020
Online Data Poisoning Attacks L4DC 2020
Stable Reinforcement Learning with Unbounded State Space L4DC 2020
Optimal Margin Distribution Learning in Dynamic Environments AAAI 2020
Trading-Off Static and Dynamic Regret in Online Least-Squares and Beyond AAAI 2020
Model Selection in Contextual Stochastic Bandit Problems NIPS 2020
Online Batch Decision-Making with High-Dimensional Covariates AISTATS 2020
Near-optimal Regret Bounds for Stochastic Shortest Path ICML 2020
Reinforcement Learning in Feature Space: Matrix Bandit, Kernels, and Regret Bound ICML 2020
Learning from Interventions: Human-robot interaction as both explicit and implicit feedback RSS 2020
Manipulation Trajectory Optimization with Online Grasp Synthesis and Selection RSS 2020