conftrace_

Mahmoud Safari

4 papers · 2022–2024 · 4 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze

Venues

AutoML (1) ICLR (1) ICML (1) NeurIPS (1)

Top co-authors

Frank Hutter (4) Arjun Krishnakumar (3) Arber Zela (2) Colin White (2) Renbo Tu (1) Yash Mehta (1) Martin Pilát (1) Guri Zabergja (1) Shakiba Moradian (1) Kaicheng Yu (1)

Research topics

Machine Learning (4) Deep Learning (3) Optimization & Theory · Machine Learning (3) Application Areas (2) Artificial Intelligence (1) Architectures (1) Core AI (1) Learning Types (1) Optimization & Theory · Deep Learning (1) Techniques (1)

Keywords

neural architecture search (2) interpretability (1) efficient computing (1) parameter sharing (1) memory efficiency (1) surrogate model (1) performance prediction (1) zero-cost proxy (1) zero-cost proxies (1) architecture performance prediction (1) architecture performance (1) weight entanglement (1) gradient-based na (1) cell-based architectural spaces (1) macro-architectural spaces (1) architectural graphs (1) hyperparameter optimization (1) neural graph features (1)

Papers

Surprisingly Strong Performance Prediction with Neural Graph Features ICML 2024 Weight-Entanglement Meets Gradient-Based Neural Architecture Search AutoML 2024 NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy ICLR 2022 NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies NeurIPS 2022