Author

Fahao Chen

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Conference Open access Sep 2026

DoMoE: Domain-Aware Semantic Expert Prediction for Efficient MoE Inference Under Expert Offloading

Mixture-of-Experts (MoE) large language models improve inference efficiency through sparse expert activation, but deployment on resource-constrained devices remains challenging due to the large expert parameter footprint. Expert offloading mitigates this issue by loading experts on demand, yet its effectiveness critica...

Yao Mu, Fa-Hao Chen, Wen-Bin Zhu et al. · Proceedings of the Thirty-Fi... · 1 citation

Conference Jul 2026

Pegasus: Accelerating Large Language Model Inference with Stateful Prefix Caching

Modern large language model (LLM) inference suffers from severe Time-To-First-Token (TTFT) bottlenecks. Existing prefix KV caching mechanisms are inherently stateless, forcing a trade-off between cross-chunk attention accuracy and online recomputation overhead. To address this issue, we propose Pegasus, a novel statefu...

Fahao Chen, Peng Li, Dongxiao Yu et al. · Fall Joint Computer Conferen... · 0 citations