@article{ptxbenchbenchmarkandadaptllmsforgpukerne, title = {PTXBench: Benchmark and Adapt LLMs for GPU Kernel Optimization with Architecture-specific PTX}, author = {Genghan Zhang and Yixin Dong and Chengze Fan and Zhichen Zeng and Yueming Yuan and Shaowei Zhu and Kunle Olukotun}, year = {2026}, eprint = {2608.17379}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2608.17379}, }