2024
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Birinxhiku, Lum; Stoll, Danny; Schrodi, Simon; Hutter, Frank Beyond Graph-Based Modeling for Hierarchical Neural Architecture Search Inproceedings In: Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track, 2024. @inproceedings{Birinxhiku2024,
title = {Beyond Graph-Based Modeling for Hierarchical Neural Architecture Search},
author = {Lum Birinxhiku and Danny Stoll and Simon Schrodi 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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Geburek, Anton Merlin; Mallik, Neeratyoy; Stoll, Danny; Bouthillier, Xavier; Hutter, Frank LMEMs for post-hoc analysis of HPO Benchmarking Inproceedings In: Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track, 2024. @inproceedings{Geburek2024,
title = {LMEMs for post-hoc analysis of HPO Benchmarking},
author = {Anton Merlin Geburek and Neeratyoy Mallik and Danny Stoll and Xavier Bouthillier 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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2023
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Schrodi, Simon; Stoll, Danny; Ru, Binxin; Sukthanker, Rhea Sanjay; Brox, Thomas; Hutter, Frank Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars Inproceedings In: Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS), 2023. @inproceedings{schrodi2023hierarchical,
title = {Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars},
author = {Simon Schrodi and Danny Stoll and Binxin Ru and Rhea Sanjay Sukthanker and Thomas Brox and Frank Hutter},
year = {2023},
booktitle = {Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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Mallik, Neeratyoy; Bergman, Eddie; Hvarfner, Carl; Stoll, Danny; Janowski, Maciej; Lindauer, Marius; Nardi, Luigi; Hutter, Frank PriorBand: Practical Hyperparameter Optimization in the Age of Deep Learning Inproceedings In: Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS), 2023. @inproceedings{mallik2023priorband,
title = {PriorBand: Practical Hyperparameter Optimization in the Age of Deep Learning},
author = {Neeratyoy Mallik and Eddie Bergman and Carl Hvarfner and Danny Stoll and Maciej Janowski and Marius Lindauer and Luigi Nardi and Frank Hutter},
year = {2023},
booktitle = {Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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Schrodi, Simon; Stoll, Danny; Ru, Binxin; Sukthanker, Rhea; Brox, Thomas; Hutter, Frank Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars Miscellaneous 2023. @misc{schrodi2023construction,
title = {Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars},
author = {Simon Schrodi and Danny Stoll and Binxin Ru and Rhea Sukthanker and Thomas Brox and Frank Hutter},
year = {2023},
keywords = {}
}
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2022
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Bansal, Archit; Stoll, Danny; Janowski, Maciej; Zela, Arber; Hutter, Frank JAHS-Bench-201: A Foundation For Research On Joint Architecture And Hyperparameter Search Inproceedings In: Thirty-sixth Conference on Neural Information Processing Systems, 2022, (Featured Paper - top 7.5% of accepted papers). @inproceedings{bansal-neurips22a,
title = {JAHS-Bench-201: A Foundation For Research On Joint Architecture And Hyperparameter Search},
author = {Archit Bansal and Danny Stoll and Maciej Janowski and Arber Zela and Frank Hutter},
year = {2022},
booktitle = {Thirty-sixth Conference on Neural Information Processing Systems},
keywords = {}
}
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Wagner, Diane; Ferreira, Fabio; Stoll, Danny; Schirrmeister, Robin Tibor; Müller, Samuel; Hutter, Frank On the Importance of Hyperparameters and Data Augmentation for Self-Supervised Learning Workshop ICML Pre-training Workshop, 2022. @workshop{ferreira-icml22b,
title = {On the Importance of Hyperparameters and Data Augmentation for Self-Supervised Learning},
author = {Diane Wagner and Fabio Ferreira and Danny Stoll and Robin Tibor Schirrmeister and Samuel Müller and Frank Hutter},
year = {2022},
booktitle = {ICML Pre-training Workshop},
keywords = {}
}
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Hvarfner, Carl; Stoll, Danny; Souza, Artur; Lindauer, Marius; Hutter, Frank; Nardi, Luigi πBO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization Inproceedings In: 10th International Conference on Learning Representations, ICLR 2022, OpenReview.net, 2022. @inproceedings{Hvarfner0000,
title = {πBO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization},
author = {Carl Hvarfner and Danny Stoll and Artur Souza and Marius Lindauer and Frank Hutter and Luigi Nardi},
year = {2022},
booktitle = {10th International Conference on Learning Representations, ICLR 2022},
publisher = {OpenReview.net},
keywords = {}
}
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Mallik, Neeratyoy; Hvarfner, Carl; Stoll, Danny; Janowski, Maciej; Bergman, Eddie; Lindauer, Marius; Nardi, Luigi; Hutter, Frank PriorBand: HyperBand + Human Expert Knowledge Inproceedings In: Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems, 2022. @inproceedings{mallik-neurips22a,
title = {PriorBand: HyperBand + Human Expert Knowledge},
author = {Neeratyoy Mallik and Carl Hvarfner and Danny Stoll and Maciej Janowski and Eddie Bergman and Marius Lindauer and Luigi Nardi and Frank Hutter},
year = {2022},
booktitle = {Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems},
keywords = {}
}
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Schrodi, Simon; Stoll, Danny; Ru, Binxin; Sukthanker, Rhea Sanjay; Brox, Thomas; Hutter, Frank Towards Discovering Neural Architectures from Scratch Inproceedings In: Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems, 2022. @inproceedings{schrodi2022towards,
title = {Towards Discovering Neural Architectures from Scratch},
author = {Simon Schrodi and Danny Stoll and Binxin Ru and Rhea Sanjay Sukthanker and Thomas Brox and Frank Hutter},
year = {2022},
booktitle = {Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems},
keywords = {}
}
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2020
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Stoll, Danny; Franke, Jörg K H; Wagner, Diane; Selg, Simon; Hutter, Frank Hyperparameter Transfer Across Developer Adjustments Journal Article In: NeurIPS 4th Workshop on Meta-Learning, 2020. @article{stoll2020,
title = {Hyperparameter Transfer Across Developer Adjustments},
author = {Danny Stoll and Jörg K H Franke and Diane Wagner and Simon Selg and Frank Hutter},
year = {2020},
journal = {NeurIPS 4th Workshop on Meta-Learning},
keywords = {}
}
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Liu, Zhengying; Pavao, Adrien; Xu, Zhen; Escalera, Sergio; Ferreira, Fabio; Guyon, Isabelle; Hong, Sirui; Hutter, Frank; Ji, Rongrong; Junior, Julio C S Jacques; Li, Ge; Lindauer, Marius; Luo, Zhipeng; Madadi, Meysam; Nierhoff, Thomas; Niu, Kangning; Pan, Chunguang; Stoll, Danny; Treguer, Sebastien; Wang, Jin; Wang, Peng; Wu, Chenglin; Xiong, Youcheng; Zela, Arber; Zhang, Yang Winning Solutions and Post-Challenge Analyses of the ChaLearn AutoDL Challenge 2019 Journal Article In: IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 43, no. 9, pp. 3108-3125, 2020. @article{Liu20,
title = {Winning Solutions and Post-Challenge Analyses of the ChaLearn AutoDL Challenge 2019},
author = {Zhengying Liu and Adrien Pavao and Zhen Xu and Sergio Escalera and Fabio Ferreira and Isabelle Guyon and Sirui Hong and Frank Hutter and Rongrong Ji and Julio C S Jacques Junior and Ge Li and Marius Lindauer and Zhipeng Luo and Meysam Madadi and Thomas Nierhoff and Kangning Niu and Chunguang Pan and Danny Stoll and Sebastien Treguer and Jin Wang and Peng Wang and Chenglin Wu and Youcheng Xiong and Arber Zela and Yang Zhang},
doi = {10.1109/TPAMI.2021.3075372},
year = {2020},
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
volume = {43},
number = {9},
pages = {3108-3125},
keywords = {}
}
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2019
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Runge, Frederic; Stoll, Danny; Falkner, Stefan; Hutter, Frank Learning to Design RNA Inproceedings In: International Conference on Learning Representations, 2019. @inproceedings{runge2019learning,
title = {Learning to Design RNA},
author = {Frederic Runge and Danny Stoll and Stefan Falkner and Frank Hutter},
year = {2019},
booktitle = {International Conference on Learning Representations},
keywords = {}
}
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