conftrace_

sublinear regret

88 papers

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Co-occurring keywords

regret bound (1926) online learning (1777) multi-armed bandit (1098) contextual bandit (381) bayesian optimization (624) online algorithm (445) gaussian process (1200) reinforcement learning (4352) upper confidence bound (197) online convex optimization (165)

Papers

Fairness of Exposure in Stochastic Bandits ICML 2021
Exploiting Opponents Under Utility Constraints in Sequential Games NIPS 2021
Online Control of Unknown Time-Varying Dynamical Systems NIPS 2021
Provably Efficient Black-Box Action Poisoning Attacks Against Reinforcement Learning NIPS 2021
Regret Bounds for Online Kernel Selection in Continuous Kernel Space AAAI 2021
Black-Box Control for Linear Dynamical Systems COLT 2021
Towards a Dimension-Free Understanding of Adaptive Linear Control COLT 2021
Non-Stochastic Control with Bandit Feedback NIPS 2020
Online Learning with Vector Costs and Bandits with Knapsacks COLT 2020
Combinatorial Multi-Armed Bandits with Concave Rewards and Fairness Constraints IJCAI 2020
Bandit optimisation of functions in the Matérn kernel RKHS AISTATS 2020
Contextual-Bandit Based Personalized Recommendation with Time-Varying User Interests AAAI 2020
Online Learning with Continuous Variations: Dynamic Regret and Reductions AISTATS 2020
Efficient Large-Scale Gaussian Process Bandits by Believing only Informative Actions L4DC 2020
Experimental Design for Optimization of Orthogonal Projection Pursuit Models AAAI 2020
Trading Convergence Rate with Computational Budget in High Dimensional Bayesian Optimization AAAI 2020
Projection-Free Bandit Convex Optimization AISTATS 2019
User-Specified Local Differential Privacy in Unconstrained Adaptive Online Learning NIPS 2019
Beyond Online Balanced Descent: An Optimal Algorithm for Smoothed Online Optimization NIPS 2019
Model-Free Linear Quadratic Control via Reduction to Expert Prediction AISTATS 2019
Myopic Posterior Sampling for Adaptive Goal Oriented Design of Experiments ICML 2019
A Flexible Framework for Multi-Objective Bayesian Optimization using Random Scalarizations UAI 2019
Online Adaptive Principal Component Analysis and Its extensions ICML 2019
Firing Bandits: Optimizing Crowdfunding ICML 2018
Online Regression with Partial Information: Generalization and Linear Projection AISTATS 2018