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Dacheng Tao

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Open access Aug 2023

ShadowNet for Data-Centric Quantum System Learning

Understanding the dynamics of large quantum systems is hindered by the curse of dimensionality. Statistical learning offers new possibilities in this regime through neural network protocols and classical shadows, while both methods have limitations: the former suffers from incompatible dataset construction rules, resul...

Yuxuan Du, Yi-Bo Yang, Tongliang Liu et al. · 10 citations
Sep 2026

Efficient Communication With Skill Neurons in Decentralized Multi-Agent Reinforcement Learning.

CSN is proposed, which enables efficient Communication with Skill Neurons in decentralized MARL by exchanging the essential components of learned knowledge at neuron level by communicating only a sparse subset of model parameters and doing so intermittently.

Jiahua Lan, Li Shen, Ruijun Liu et al. · 0 citations

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