conftrace_

non-stationary environment

61 papers

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Co-occurring keywords

regret bound (1926) multi-armed bandit (1098) dynamic regret (94) online learning (1777) markov decision process (790) policy optimization (657) reinforcement learning (4352) non-stationary learning (19) online algorithm (445) online convex optimization (165)

Papers

Neural Conformal Control for Time Series Forecasting AAAI 2025
Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs AAAI 2025
A Behavior-Aware Approach for Deep Reinforcement Learning in Non-stationary Environments without Known Change Points IJCAI 2024
Avoiding Undesired Future with Minimal Cost in Non-Stationary Environments NIPS 2024
Adaptivity and Non-stationarity: Problem-dependent Dynamic Regret for Online Convex Optimization JMLR 2024
Test-time Adaptation in Non-stationary Environments via Adaptive Representation Alignment NIPS 2024
Non-stationary Projection-Free Online Learning with Dynamic and Adaptive Regret Guarantees AAAI 2024
Weight Diffusion for Future: Learn to Generalize in Non-Stationary Environments NIPS 2024
Dynamic Regret of Adversarial MDPs with Unknown Transition and Linear Function Approximation AAAI 2024
Constrained Meta-Reinforcement Learning for Adaptable Safety Guarantee with Differentiable Convex Programming AAAI 2024
Fast Rates in Time-Varying Strongly Monotone Games ICML 2023
Bandits with Knapsacks: Advice on Time-Varying Demands ICML 2023
A New Look at Dynamic Regret for Non-Stationary Stochastic Bandits JMLR 2023
Provably Efficient Model-Free Algorithms for Non-stationary CMDPs AISTATS 2023
One-shot Imitation in a Non-Stationary Environment via Multi-Modal Skill ICML 2023
Fast Teammate Adaptation in the Presence of Sudden Policy Change UAI 2023
Non-Stationary Bandits with Auto-Regressive Temporal Dependency NIPS 2023
Provably Efficient Primal-Dual Reinforcement Learning for CMDPs with Non-stationary Objectives and Constraints AAAI 2023
A Robust Test for the Stationarity Assumption in Sequential Decision Making ICML 2023
Rewiring Neurons in Non-Stationary Environments NIPS 2023
Non-stationary Risk-Sensitive Reinforcement Learning: Near-Optimal Dynamic Regret, Adaptive Detection, and Separation Design AAAI 2023
Smooth Non-stationary Bandits ICML 2023
Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-stationary Environment AAAI 2023
Non-stationary Experimental Design under Linear Trends NIPS 2023
Online Ad Procurement in Non-stationary Autobidding Worlds NIPS 2023