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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.CL2026
: Unifying Generation and Self-Verification for Parallel Reasoners
Harman Singh, Xiuyu Li, Kusha Sareen +14
Test-time scaling for complex reasoning tasks shows that leveraging inference-time compute, by methods such as independently sampling and aggregating multiple solutions, results in…