On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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2 results for “NAS-Bench-Suite”

NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxiescs.LG

Study accelerates NAS research with a large dataset of ZC proxies.

problem Speeding up neural architecture search with ZC proxies.

method Created NAS-Bench-Suite, evaluated 13 ZC proxies across 28 tasks, and provided a unified codebase.

result ZC proxies capture substantial complementary information and can improve NAS algorithm performance.

Zero-cost proxies Neural architecture search NAS-Bench-Suite Information-theoretic analysis Bias reduction

2022-10-06abs ↗pdf ↗

NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easycs.LG

NAS-Bench-Suite simplifies NAS evaluation across diverse tasks.

problem Limited and inconsistent NAS benchmarks hinder research reproducibility.

method Developed a comprehensive, extensible NAS benchmark suite.

result Many NAS conclusions do not generalize across different benchmarks.

NAS benchmarks reproducibility generalization neural architecture search

2022-01-31abs ↗pdf ↗