Author

Qi-Jing Huang

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#artificial intelligence Jun 2026

SOLAR: AI-Powered Speed-of-Light Performance Analysis

SOLAR is introduced, a framework that automatically derives validated SOL bounds from PyTorch and JAX source code and provides comprehensive operator and language coverage, produces validated bounds with zero observed SOL violations, and offers multi-fidelity analysis that tightens bounds and surfaces optimization insi...

Qi-Jing Huang, S. Damani, Zhi-Fan Ye et al. · arXiv.org · 1 citation · ⚡1

#artificial intelligence Preprint Sep 2026

PerfReasoning: How Well Do LLMs Reason on Hardware Performance?

PerfReasoning is introduced, a benchmark that evaluates LLMs both as direct performance reasoners and as generators of analytical performance-model code, exposing the gap between plausible architectural reasoning and reliable performance-model construction.

Da Zhao, K. Sankaralingam, Christos Kozyrakis et al. · 0 citations