3 papers
cs.PF2026
HPC-Bench: A Comprehensive Benchmark for High Performance Computing Codes
Bowen Cui, Junyu Yin, Tejas Ramesh +3
Large Language Models (LLMs) have shown strong capabilities in code generation and reasoning, motivating extensive benchmarks for evaluating functional correctness. However, perfor…
cs.PF2026
TileBench: A Controlled Benchmark for Performance Evaluation and Bottleneck Diagnosis of Tile-Based Programming Models
Bowen Cui, Zhongchun Zhou, Hao Wu +4
Tile-based programming models, such as Triton and cuTile, aim to simplify high-performance kernel development, but their practical performance, tuning behavior, and usability remai…
cs.DC2025
Do Large Language Models Understand Performance Optimization?
Bowen Cui, Tejas Ramesh, Oscar Hernandez +1
Large Language Models (LLMs) have emerged as powerful tools for software development tasks such as code completion, translation, and optimization. However, their ability to generat…