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cs.AI2026
SpecFit: Not All Draft Tokens Cost the Same in Offloaded MoE Inference
Hongliang Cao, Xiuyu Li, Siqi Wang +3
Mixture-of-experts (MoE) models activate only a few experts per token, but when their expert weights are offloaded to host memory, host-to-device (H2D) expert transfers enter the c…
cs.AI2025
Learning Adaptive Parallel Reasoning with Language Models
Jiayi Pan, Xiuyu Li, Long Lian +6
Scaling inference-time computation has substantially improved the reasoning capabilities of language models. However, existing methods have significant limitations: serialized chai…