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Chunlin Xu on Muck Rack

Chunlin Xu

As seen in: Nature, Wiley Online Library, Frontiers, MDPI, Royal Society of Chemistry, Dove Medical Press, doria.fi
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Articles

A cognitive synergetic hierarchical framework for UAV swarm combat via speculative inference and role-decoupled reinforcement learning

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By Linyang Guo, Ran Zhang, Yu Cui, Yihan Cui, Chunlin Xu, Lixa Wang
| Frontiers
Abstract In the high-stakes arena of aerial combat—a domain defined by extreme dynamics and unforgiving physical constraints—UAV swarms are currently squeezed between two extremes: the “tactical short-sightedness” of Multi-Agent Reinforcement Learning (MARL) and the “inference lag” of Large Language Models (LLMs). While MARL struggles to internalize the complex maneuverability priors required for expert flight, LLMs are simply too heavy to meet millisecond-level control demands.
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Interphase-Driven Suppression of Thermal Conductivity in Multilayered Thermoelectric Polymer Heterojunctions Click to copy article link Article link copied!

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By Chunlin Xu, Dongyang Wang, Chong-an Di
| dx.doi.org
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Realizing Ultralow Energetic Disorder and High Thermoelectric Performances via Nanoscale Polymer Packing Control Click to copy article link Article link copied!

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By Jia-Tong Li, Guangchao Liu, Chunlin Xu
| dx.doi.org
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