2025
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Hollmann, Noah; Müller, Samuel; Purucker, Lennart; Krishnakumar, Arjun; Körfer, Max; Hoo, Shi Bin; Schirrmeister, Robin Tibor; Hutter, Frank Accurate predictions on small data with a tabular foundation model Journal Article In: Nature, vol. 637, iss. 8045, pp. 319–326, 2025, (Nature). @article{Hollmann2025,
title = {Accurate predictions on small data with a tabular foundation model},
author = {Noah Hollmann and Samuel Müller and Lennart Purucker and Arjun Krishnakumar and Max Körfer and Shi Bin Hoo and Robin Tibor Schirrmeister and Frank Hutter },
year = {2025},
journal = {Nature},
volume = {637},
pages = {319–326},
keywords = {}
}
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2024
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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 = {}
}
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Krishnakumar, Arjun; Jha, Abhash Kumar; Moradian, Shakiba; Rapp, Martin; Hutter, Frank LoRA-DARTS: Low Rank Adaptation for Differentiable Architecture Search Inproceedings In: Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track, 2024. @inproceedings{Krishnakumar2024,
title = {LoRA-DARTS: Low Rank Adaptation for Differentiable Architecture Search},
author = {Arjun Krishnakumar and Abhash Kumar Jha and Shakiba Moradian and Martin Rapp and Frank Hutter},
year = {2024},
booktitle = {Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track},
keywords = {}
}
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2022
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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 = {}
}
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Roberts, Nicholas; Guo, Samuel; Xu, Cong; Talwalkar, Ameet; Lander, David; Tao, Lvfang; Cai, Linhang; Niu, Shuaicheng; Heng, Jianyu; Qin, Hongyang; Deng, Minwen; Hog, Johannes; Pfefferle, Alexander; Shivakumar, Sushil Ammanaghatta; Krishnakumar, Arjun; Wang, Yubo; Sukthanker, Rhea; Hutter, Frank; Hasanaj, Euxhen; Le, Tien-Dung; Khodak, Mikhail; Nevmyvaka, Yuriy; Rasul, Kashif; Sala, Frederic; Schneider, Anderson; Shen, Junhong; Sparks, Evan AutoML Decathlon: Diverse Tasks, Modern Methods, and Efficiency at Scale Inproceedings In: Ciccone, Marco; Stolovitzky, Gustavo; Albrecht, Jacob (Ed.): Proceedings of the NeurIPS 2022 Competitions Track, pp. 151–170, PMLR, 2022. @inproceedings{pmlr-v220-roberts23a,
title = {AutoML Decathlon: Diverse Tasks, Modern Methods, and Efficiency at Scale},
author = {Nicholas Roberts and Samuel Guo and Cong Xu and Ameet Talwalkar and David Lander and Lvfang Tao and Linhang Cai and Shuaicheng Niu and Jianyu Heng and Hongyang Qin and Minwen Deng and Johannes Hog and Alexander Pfefferle and Sushil Ammanaghatta Shivakumar and Arjun Krishnakumar and Yubo Wang and Rhea Sukthanker and Frank Hutter and Euxhen Hasanaj and Tien-Dung Le and Mikhail Khodak and Yuriy Nevmyvaka and Kashif Rasul and Frederic Sala and Anderson Schneider and Junhong Shen and Evan Sparks},
editor = {Marco Ciccone and Gustavo Stolovitzky and Jacob Albrecht},
year = {2022},
booktitle = {Proceedings of the NeurIPS 2022 Competitions Track},
volume = {220},
pages = {151--170},
publisher = {PMLR},
series = {Proceedings of Machine Learning Research},
keywords = {}
}
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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 = {}
}
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Sukthanker, Rhea Sanjay; Krishnakumar, Arjun; Patil, Sharat; Hutter, Frank GraViT-E: Gradient-based Vision Transformer Search with Entangled Weights Inproceedings In: Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems, 2022. @inproceedings{sukthanker2022gravite,
title = {GraViT-E: Gradient-based Vision Transformer Search with Entangled Weights},
author = {Rhea Sanjay Sukthanker and Arjun Krishnakumar and Sharat Patil and Frank Hutter},
year = {2022},
booktitle = {Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems},
keywords = {}
}
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