Search Results for author: Shaowei Zhang

Found 3 papers, 1 papers with code

Self-Motivated Multi-Agent Exploration

1 code implementation • 5 Jan 2023 • Shaowei Zhang, Jiahan Cao, Lei Yuan, Yang Yu, De-Chuan Zhan

In cooperative multi-agent reinforcement learning (CMARL), it is critical for agents to achieve a balance between self-exploration and team collaboration.

SMAC+ Starcraft +1

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Learn From the Past: Experience Ensemble Knowledge Distillation

no code implementations • 25 Feb 2022 • Chaofei Wang, Shaowei Zhang, Shiji Song, Gao Huang

We save a moderate number of intermediate models from the training process of the teacher model uniformly, and then integrate the knowledge of these intermediate models by ensemble technique.

Knowledge Distillation Transfer Learning

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LINDA: Multi-Agent Local Information Decomposition for Awareness of Teammates

no code implementations • 26 Sep 2021 • Jiahan Cao, Lei Yuan, Jianhao Wang, Shaowei Zhang, Chongjie Zhang, Yang Yu, De-Chuan Zhan

During long-time observations, agents can build \textit{awareness} for teammates to alleviate the problem of partial observability.

Informativeness Multi-agent Reinforcement Learning +1

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