2025
|
Das, Indrashis; Safari, Mahmoud; Adriaensen, Steven; Hutter, Frank Gompertz Linear Units: Leveraging Asymmetry for Enhanced Learning Dynamics Inproceedings Forthcoming In: 39th Conference on Neural Information Processing Systems (NeurIPS), Forthcoming. @inproceedings{Das2025b,
title = {Gompertz Linear Units: Leveraging Asymmetry for Enhanced Learning Dynamics},
author = {Indrashis Das and Mahmoud Safari and Steven Adriaensen and Frank Hutter},
year = {2025},
booktitle = {39th Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
|
2024
|
Sukthanker, Rhea Sanjay; Krishnakumar, Arjun; Safari, Mahmoud; Hutter, Frank Weight-Entanglement Meets Gradient-Based Neural Architecture Search Inproceedings In: Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Methods Track, 2024. @inproceedings{Sukthanker2024b,
title = {Weight-Entanglement Meets Gradient-Based Neural Architecture Search},
author = {Rhea Sanjay Sukthanker and Arjun Krishnakumar and Mahmoud Safari and Frank Hutter},
year = {2024},
booktitle = {Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Methods Track},
keywords = {}
}
|
Strack, Lukas; Safari, Mahmoud; Hutter, Frank Towards Efficient Search for Customized Activation Functions With Gradient Descent Inproceedings In: Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track, 2024. @inproceedings{Strack2024,
title = {Towards Efficient Search for Customized Activation Functions With Gradient Descent},
author = {Lukas Strack and Mahmoud Safari and Frank Hutter },
year = {2024},
booktitle = {Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track},
keywords = {}
}
|
Kadlecová, Gabriela; Lukasik, Jovita; Pilát, Martin; Vidnerová, Petra; Safari, Mahmoud; Neruda, Roman; Hutter, Frank Surprisingly Strong Performance Prediction with Neural Graph Features Inproceedings In: Proceedings of the 41st International Conference on Machine Learning (ICML), 2024. @inproceedings{kadlecova-icml24a,
title = {Surprisingly Strong Performance Prediction with Neural Graph Features},
author = {Gabriela Kadlecová and Jovita Lukasik and Martin Pilát and Petra Vidnerová and Mahmoud Safari and Roman Neruda and Frank Hutter},
year = {2024},
booktitle = {Proceedings of the 41st International Conference on Machine Learning (ICML)},
keywords = {}
}
|
2023
|
White, Colin; Safari, Mahmoud; Sukthanker, Rhea; Ru, Binxin; Elsken, Thomas; Zela, Arber; Dey, Debadeepta; Hutter, Frank Neural Architecture Search: Insights from 1000 Papers Online 2023, visited: 20.01.2023. @online{white2023neural,
title = {Neural Architecture Search: Insights from 1000 Papers},
author = {Colin White and Mahmoud Safari and Rhea Sukthanker and Binxin Ru and Thomas Elsken and Arber Zela and Debadeepta Dey and Frank Hutter},
year = {2023},
keywords = {}
}
|
2022
|
Krishnakumar, Arjun; White, Colin; Zela, Arber; Tu, Renbo; Safari, Mahmoud; Hutter, Frank NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies Inproceedings In: Thirty-sixth Conference on Neural Information Processing Systems, 2022. @inproceedings{krishnakumar2022nasbenchsuitezero,
title = {NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies},
author = {Arjun Krishnakumar and Colin White and Arber Zela and Renbo Tu and Mahmoud Safari and Frank Hutter},
year = {2022},
booktitle = {Thirty-sixth Conference on Neural Information Processing Systems},
keywords = {}
}
|
Mehta*, Yash; White*, Colin; Zela, Arber; Krishnakumar, Arjun; Zabergja, Guri; Moradian, Shakiba; Safari, Mahmoud; Yu, Kaicheng; Hutter, Frank NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy Inproceedings In: International Conference on Learning Representations (ICLR) 2022, 2022. @inproceedings{mehta-iclr22,
title = {NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy},
author = {Yash Mehta* and Colin White* and Arber Zela and Arjun Krishnakumar and Guri Zabergja and Shakiba Moradian and Mahmoud Safari and Kaicheng Yu and Frank Hutter},
year = {2022},
booktitle = {International Conference on Learning Representations (ICLR) 2022},
keywords = {}
}
|
