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Online Algorithms

2,192 papers

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Papers

Almost Optimal Anytime Algorithm for Batched Multi-Armed Bandits ICML 2021
ADOM: Accelerated Decentralized Optimization Method for Time-Varying Networks ICML 2021
Near-Optimal Confidence Sequences for Bounded Random Variables ICML 2021
Stochastic Multi-Armed Bandits with Unrestricted Delay Distributions ICML 2021
Improved Regret Bound and Experience Replay in Regularized Policy Iteration ICML 2021
Achieving Near Instance-Optimality and Minimax-Optimality in Stochastic and Adversarial Linear Bandits Simultaneously ICML 2021
Learning to Price Against a Moving Target ICML 2021
Online Unrelated Machine Load Balancing with Predictions Revisited ICML 2021
Multi-layered Network Exploration via Random Walks: From Offline Optimization to Online Learning ICML 2021
Joint Online Learning and Decision-making via Dual Mirror Descent ICML 2021
Efficient Deviation Types and Learning for Hindsight Rationality in Extensive-Form Games ICML 2021
No-regret Algorithms for Capturing Events in Poisson Point Processes ICML 2021
Incentivizing Compliance with Algorithmic Instruments ICML 2021
Leveraging Good Representations in Linear Contextual Bandits ICML 2021
Best Arm Identification in Graphical Bilinear Bandits ICML 2021
An Algorithm for Stochastic and Adversarial Bandits with Switching Costs ICML 2021
Adversarial Dueling Bandits ICML 2021
Dueling Convex Optimization ICML 2021
Optimal regret algorithm for Pseudo-1d Bandit Convex Optimization ICML 2021
Top-k eXtreme Contextual Bandits with Arm Hierarchy ICML 2021
Pure Exploration and Regret Minimization in Matching Bandits ICML 2021
Online Submodular Resource Allocation with Applications to Rebalancing Shared Mobility Systems ICML 2021
Approximation Theory Based Methods for RKHS Bandits ICML 2021
Resource Allocation in Multi-armed Bandit Exploration: Overcoming Sublinear Scaling with Adaptive Parallelism ICML 2021
Online Graph Dictionary Learning ICML 2021