conftrace_

continuous-time reinforcement learning

8 papers

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Also known as

CTRL CT-RL CONTINUOUS-TIME RL

Co-occurring keywords · papers mentioning both

optimal control (4) model-based reinforcement learning (3) closed-loop stability (2) regret bound (2) reinforcement learning (2) time-adaptive policy (1) model-based algorithm (1) data efficiency (1) continuous state-action space (1) jump process (1)

Papers

Integral Performance Approximation for Continuous-Time Reinforcement Learning Control ICLR 2025 Reward-Directed Score-Based Diffusion Models via q-Learning JMLR 2025 Sample and Computationally Efficient Continuous-Time Reinforcement Learning with General Function Approximation UAI 2025 A New, Physics-Informed Continuous-Time Reinforcement Learning Algorithm with Performance Guarantees JMLR 2024 Near-continuous time Reinforcement Learning for continuous state-action spaces ALT 2024 When to Sense and Control? A Time-adaptive Approach for Continuous-Time RL NeurIPS 2024 Neural Laplace Control for Continuous-time Delayed Systems AISTATS 2023 Online Reinforcement Learning in Stochastic Continuous-Time Systems COLT 2023