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Siyuan Li — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Siyuan Li
57
papers ·
249
citations ·
18
h-index
Hubei University · Zhejiang University
Google Scholar ↗
Semantic Scholar ↗
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Most-cited papers
MetaTrader: An Reinforcement Learning Approach Integrating Diverse Policies for Portfolio Optimization
2022 · 49 citations
Hierarchical Reinforcement Learning with Advantage-Based Auxiliary Rewards
2019 · 37 citations
Offline Reinforcement Learning with Reverse Model-based Imagination
2021 · 21 citations
An Optimal Online Method of Selecting Source Policies for Reinforcement Learning
2017 · 13 citations
Context-Aware Policy Reuse
2018 · 9 citations
Active Hierarchical Exploration with Stable Subgoal Representation Learning
2021 · 7 citations
OpticGAI: Generative AI-aided Deep Reinforcement Learning for Optical Networks Optimization
2024 · 5 citations
Behavior Contrastive Learning for Unsupervised Skill Discovery
2023 · 3 citations
IMM: An Imitative Reinforcement Learning Approach with Predictive Representation Learning for Automatic Market Making
2023 · 1 citations
Curriculum reinforcement learning with measurable task representation learning
2026
Decouple to Generalize: Context-First Self-Evolving Learning for Data-Scarce Vision-Language Reasoning
2025
MrCoM: A Meta-Regularized World-Model Generalizing Across Multi-Scenarios
2025
MiniCPM4: Ultra-Efficient LLMs on End Devices
2025
Skywork Open Reasoner 1 Technical Report
2025
CUP: Critic-Guided Policy Reuse
2022
Top co-authors
Chongjie Zhang
· 9
Peng Liu
· 7
Bo An
· 3
Jin Zhang
· 3
Jian Li
· 2
Wenzhe Li
· 2
Zhen Wang
· 2
Ao Sun
· 1
Baoxi Ji
· 1
Bingxiang He
· 1
Bin Zhao
· 1
Biyuan Lin
· 1
Topics
Meta-RL
Model-Based RL
Policy Gradient
Value-Based
Exploration
Safe RL
cs.AI
Game AI
Offline RL
Multi-Agent