Huamin Chen

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

Research focus

Distributed Systems & Hardware (1)Inference & Quantization (1)Scaling Laws & Emergent Abilities (1)

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Xunzhuo Liu (1)Yuhan Liu (1)Junchen Jiang (1)Bo He (1)

Papers (1)

Mar 18, 2026

2w ago·also Charlie

The 1/W Law: An Analytical Study of Context-Length Routing Topology and GPU Generation Gains for LLM Inference Energy Efficiency

Forget buying new GPUs – clever context-length routing can boost your LLM inference energy efficiency by 2.5x, dwarfing the 1.7x gain from upgrading to a B200.

Huamin Chen, Xunzhuo Liu, Yuhan Liu +3

Distributed Systems & Hardware Inference & Quantization Scaling Laws & Emergent Abilities

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Huamin Chen

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)