Shenghao Liang

works on

benchmarking 1 gpu kernels 1 inference workloads 1 kernel optimization 1 large language models 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.AI2026

Are LLM-Generated GPU Kernels Production-Ready? A Trace-Driven Benchmark and Optimization Agent

Lingyun Yang, Yuxiao Wang, Shenghao Liang +8

The paper introduces Atrex-Bench, a trace-driven GPU kernel benchmark derived from real production inference workloads, and evaluates LLM-generated kernels, revealing a large perfo…