Author

Jaeyong Song

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Book Open access Sep 2026

StreamEP: Straggler-Tolerant MoE Decoding without Communication Barriers

Mixture-of-Experts (MoE) models use expert parallelism (EP) to distribute experts across GPUs, relying on collective communication that synchronizes every device at every layer. To minimize communication latency, hyperscalers provision abundant network bandwidth in data centers and deploy MoE-optimized stacks that requ...

Yi-Zhuo Liang, Shao-Yu Wang, Jaeyong Song et al. · Proceedings of the ACM SIGOP... · 1 citation

#natural language process... Preprint Aug 2026

CamoDocs: A Poisoning Attack Against Retrieval-Augmented Language Models Using Camouflaged Documents

CamoDocs is proposed, a poisoning attack that avoids direct query inclusion by camouflaging adversarial documents among benign content, and shows that erasure-heavy clustering defenses such as TrustRAG can reduce ASR, but only with substantial utility drops on retrieval-dependent benchmarks such as NeoQA.

Jaewon Jung, Hai-Zhong Zheng, Hongsun Jang et al. · 1 citation