Yunlian Lyu

ORCID: 0000-0001-8873-8840
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About
Contact & Profiles
Research Areas
  • Multimodal Machine Learning Applications
  • Reinforcement Learning in Robotics
  • Advancements in Semiconductor Devices and Circuit Design
  • Human Pose and Action Recognition
  • Advanced Image and Video Retrieval Techniques
  • Advanced Bandit Algorithms Research
  • Visual Attention and Saliency Detection
  • Domain Adaptation and Few-Shot Learning

University of Electronic Science and Technology of China
2022-2023

University of Copenhagen
2023

Recent success stories in reinforcement learning have demonstrated that leveraging structural properties of the underlying environment is key devising viable methods capable solving complex tasks. We study off-policy discounted learning, where some equivalence relation exists. introduce a new model-free algorithm, called QL-ES (Q-learning with structure), which variant (asynchronous) Q-learning tailored to exploit structure MDP. report non-asymptotic PAC-type sample complexity bound for...

10.3390/e25040584 article EN cc-by Entropy 2023-03-29
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