Xun Yu Zhou
5 papers · 2020–2025 · 1 conference · across top CS/AI conferences
Achievements
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🐝 Cross-Pollinator (15) 🌈 Renaissance Researcher (5) 🌉 Interdisciplinary Bridge 🏃 Academic Marathon (5) 🧭 Keyword Pioneer
🐣
Hot Topic Early Bird
🏆
Keyword Champion
(4)
Conferences
JMLR (5)
Top co-authors
Keywords
continuous time
(4)
entropy regularization
(3)
reinforcement learning
(2)
policy gradient
(1)
exploration-exploitation tradeoff
(1)
diffusion process
(1)
value function
(1)
stochastic control
(1)
reward function
(1)
generative model
(1)
diffusion model
(1)
score-based diffusion model
(1)
continuous-time reinforcement learning
(1)
score-based generation
(1)
martingale method
(1)
linear-quadratic control
(1)
quadratic variation
(1)
gaussian policy
(1)
martingale approach
(1)
temporal difference learning
(1)
Papers
Reward-Directed Score-Based Diffusion Models via q-Learning
JMLR 2025
q-Learning in Continuous Time
JMLR 2023
Policy Evaluation and Temporal-Difference Learning in Continuous Time and Space: A Martingale Approach
JMLR 2022
Policy Gradient and Actor-Critic Learning in Continuous Time and Space: Theory and Algorithms
JMLR 2022
Reinforcement Learning in Continuous Time and Space: A Stochastic Control Approach
JMLR 2020