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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Cheng-Chuan Peng

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Conference Open access Jul 2026

Communication-Efficient Decentralized LLM Inference over Low-Bandwidth Distributed Nodes

BandwidthLLM, a communication-efficient framework that integrates three techniques: a bandwidth-aware layer placement algorithm that minimizes boundary-level transfer cost according to link bandwidth and node reliability; a lightweight activation compression scheme combining adaptive quantization with outlier-aware cli...

Zhihao Wang, Shi Shu, Yulin Wang et al. · 2 citations

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