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RLx2: Training a Sparse Deep Reinforcement Learning Model from Scratch



Yiqin Tan , Pihe Hu , Ling Pan , Longbo Huang


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Network Topology Optimization via Deep Reinforcement Learning



Zhuoran Li , Xing Wang , Ling Pan , Lin Zhu , Zhendong Wang , Junlan Feng , Chao Deng , Longbo Huang


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Plan Better Amid Conservatism: Offline Multi-Agent Reinforcement Learning with Actor Rectification



Ling Pan , Longbo Huang , Tengyu Ma , Huazhe Xu


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Softmax with Regularization: Better Value Estimation in Multi-Agent Reinforcement Learning



Ling Pan , Tabish Rashid , Bei Peng , Longbo Huang , Shimon Whiteson


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Softmax Deep Double Deterministic Policy Gradients



Ling Pan , Qingpeng Cai , Longbo Huang

* NeurIPS 2020 

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Multi-Path Policy Optimization



Ling Pan , Qingpeng Cai , Longbo Huang


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Deterministic Value-Policy Gradients



Qingpeng Cai , Ling Pan , Pingzhong Tang


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Reinforcement Learning with Dynamic Boltzmann Softmax Updates



Ling Pan , Qingpeng Cai , Qi Meng , Wei Chen , Longbo Huang , Tie-Yan Liu


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Deterministic Policy Gradients With General State Transitions



Qingpeng Cai , Ling Pan , Pingzhong Tang


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