NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy. - Yash Mehta; Colin White; Arber Zela; Arjun Krishnakumar; Guri Zabergja; Shakiba Moradian; Mahmoud Safari; Kaicheng Yu; Frank Hutter (ICLR, 2022)

NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies. - Arjun Krishnakumar; Colin White; Arber Zela; Renbo Tu; Mahmoud Safari; Frank Hutter (NeurIPS, 2022)

SuperCoder: Program learning under noisy conditions from superposition of states. - Ali Davody; Mahmoud Safari; Razvan V. Florian (Neurocomputing, 2022)

Neural Architecture Search: Insights from 1000 Papers. - Colin White; Mahmoud Safari; Rhea Sukthanker; Binxin Ru; Thomas Elsken; Arber Zela; Debadeepta Dey; Frank Hutter (CoRR, 2023)

Weight-Entanglement Meets Gradient-Based Neural Architecture Search. - Rhea Sanjay Sukthanker; Arjun Krishnakumar; Mahmoud Safari; Frank Hutter (AutoML, 2024)

Surprisingly Strong Performance Prediction with Neural Graph Features. - Gabriela Kadlecová; Jovita Lukasik; Martin Pilát; Petra Vidnerová; Mahmoud Safari; Roman Neruda; Frank Hutter (ICML, 2024)

Efficient Search for Customized Activation Functions with Gradient Descent. - Lukas Strack; Mahmoud Safari; Frank Hutter (CoRR, 2024)

Gompertz Linear Units: Leveraging Asymmetry for Enhanced Learning Dynamics. - Indrashis Das; Mahmoud Safari; Steven Adriaensen; Frank Hutter (CoRR, 2025)