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arXiv3d ago
4.8

Active Imitation Learning for Thermal- and Kernel-Aware LFM Inference on 3D S-NUCA Many-Cores

Yixian Shen, Chaoyao Shen, Jan Deen, George Floros, Andy Pimentel, Anuj Pathania

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Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
inferencemany-corethermal-management

Opportunity Brief

Develop a lightweight scheduling library for LFM inference on many-core systems that accounts for thermal and cache locality. This is critical for deploying local models on hardware other than traditional GPUs.

Suggested repo: ThermalCore

"Optimized LFM inference that keeps your cores cool."

Estimated effort: 90h