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cs.DC2026
FastEEP: Fast Intra-Instance Elastic Scaling for Expert-Parallel MoE Serving
Yunfei Feng, Jingkai He, Shiqi Liu +3
Large-scale expert parallelism (EP) has become the standard deployment configuration for Mixture-of-Experts (MoE) models in production. Meanwhile, the highly dynamic nature of LLM…
cs.DC2025
Characterizing Mobile SoC for Accelerating Heterogeneous LLM Inference
Le Chen, Dahu Feng, Erhu Feng +5
With the rapid advancement of artificial intelligence technologies such as ChatGPT, AI agents, and video generation, contemporary mobile systems have begun integrating these AI cap…