conftrace_

non-stationary learning

19 papers

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Co-occurring keywords

regret bound (1926) multi-armed bandit (1098) online learning (1777) non-stationary environment (61) dynamic regret (94) contextual bandit (381) dueling bandit (57) continual learning (1181) parameter reset (1) ornstein-uhlenbeck process (5)

Papers

Enhancing Evolving Domain Generalization through Dynamic Latent Representations AAAI 2024
Non-Stationary Learning of Neural Networks with Automatic Soft Parameter Reset NIPS 2024
Instance-Conditional Timescales of Decay for Non-Stationary Learning AAAI 2024
Smooth Non-stationary Bandits ICML 2023
Fast Rates in Time-Varying Strongly Monotone Games ICML 2023
Online robust non-stationary estimation NIPS 2023
ANACONDA: An Improved Dynamic Regret Algorithm for Adaptive Non-Stationary Dueling Bandits AISTATS 2023
Piecewise Stationary Bandits under Risk Criteria AISTATS 2023
Second Order Path Variationals in Non-Stationary Online Learning AISTATS 2023
Provably Efficient Model-Free Algorithms for Non-stationary CMDPs AISTATS 2023
A Last Switch Dependent Analysis of Satiation and Seasonality in Bandits AISTATS 2022
Efficient Change-Point Detection for Tackling Piecewise-Stationary Bandits JMLR 2022
Inverse Contextual Bandits: Learning How Behavior Evolves over Time ICML 2022
Optimal and Efficient Dynamic Regret Algorithms for Non-Stationary Dueling Bandits ICML 2022
Self-Concordant Analysis of Generalized Linear Bandits with Forgetting AISTATS 2021
Online Second Price Auction with Semi-Bandit Feedback under the Non-Stationary Setting AAAI 2020
A New Algorithm for Non-stationary Contextual Bandits: Efficient, Optimal and Parameter-free COLT 2019
Second-Order Non-Stationary Online Learning for Regression JMLR 2015
A Last-Step Regression Algorithm for Non-Stationary Online Learning AISTATS 2013