Analytical performance models --- derivations of throughput or speedup from hardware parameters --- make claims independently verifiable and expose binding constraints, yet rarely accompany architecture papers because building one by hand takes weeks of expert effort. We present Rosetta, a multi-agent LLM pipeline that...
Performance modeling is central to hardware design and software optimization, yet constructing these models requires structured reasoning about computation, data reuse, storage, and movement. We introduce PerfReasoning, a benchmark that evaluates LLMs both as direct performance reasoners and as generators of analytical...
Da Zhao, K. Sankaralingam, Christos Kozyrakis et al.· 0 citations
Gauntlet, an open-source pipeline that analyzes a paper through five independent expert-persona reviewers and an adversarial synthesis stage is studied, and a 98-paper automated ablation shows the gain comes from the multi-agent structure.
N. Aggarwal, A. Dubal, Sreeraj Kannakarankodi et al.· arXiv.org· 0 citations
A general method for adapting among microarchitectural policies as an additional pathway for processor improvement, distinct from structural resizing is suggested.
Yan-Xin Zhang, Ian McDougall, Junnan Li et al.· 0 citations
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.
