2025
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Ferreira, Fabio; Rapant, Ivo; Franke, Jörg K. H.; Hutter, Frank Beyond Random Augmentations: Pretraining with Hard Views Conference Proceedings of the Thirteenth International Conference on Learning Representations (ICLR), 2025. @conference{ferreira-iclr25a,
title = {Beyond Random Augmentations: Pretraining with Hard Views},
author = {Fabio Ferreira and Ivo Rapant and Jörg K. H. Franke and Frank Hutter},
year = {2025},
booktitle = {Proceedings of the Thirteenth International Conference on Learning Representations (ICLR)},
keywords = {}
}
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2024
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Ferreira, Fabio; Schlageter, Moreno; Rajan, Raghu; Biedenkapp, André; Hutter, Frank One-shot World Models Using a Transformer Trained on a Synthetic Prior Inproceedings In: NeurIPS 2024 Workshop on Open-World Agents, 2024. @inproceedings{ferreira-arxiv24a,
title = {One-shot World Models Using a Transformer Trained on a Synthetic Prior},
author = {Fabio Ferreira and Moreno Schlageter and Raghu Rajan and André Biedenkapp and Frank Hutter},
year = {2024},
booktitle = {NeurIPS 2024 Workshop on Open-World Agents},
journal = {arXiv:2409.14084 [cs.LG]},
keywords = {}
}
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Strangmann, Tobias; Purucker, Lennart; Franke, Jörg K. H.; Rapant, Ivo; Ferreira, Fabio; Hutter, Frank Transfer Learning for Finetuning Large Language Models Inproceedings In: NeurIPS 2024 Workshop on Adaptive Foundation Models, 2024. @inproceedings{strangmann-neuripsws24a,
title = {Transfer Learning for Finetuning Large Language Models},
author = {Tobias Strangmann and Lennart Purucker and Jörg K.H. Franke and Ivo Rapant and Fabio Ferreira and Frank Hutter},
year = {2024},
booktitle = { NeurIPS 2024 Workshop on Adaptive Foundation Models},
keywords = {}
}
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Rapant, Ivo; Purucker, Lennart; Ferreira, Fabio; Arango, Sebastian Pineda; Kadra, Arlind; Grabocka, Josif; Hutter, Frank Quick-Tune-Tool: A Practical Tool and its User Guide for Automatically Finetuning Pretrained Models Inproceedings In: Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track, 2024. @inproceedings{Rapant2024b,
title = {Quick-Tune-Tool: A Practical Tool and its User Guide for Automatically Finetuning Pretrained Models},
author = {Ivo Rapant and Lennart Purucker and Fabio Ferreira and Sebastian Pineda Arango and Arlind Kadra and Josif Grabocka 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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Arango, Sebastian Pineda; Ferreira, Fabio; Kadra, Arlind; Hutter, Frank; Grabocka, Josif Quick-Tune: Quickly Learning Which Pretrained Model to Finetune and How Inproceedings In: The Twelfth International Conference on Learning Representations (ICLR), 2024, (Oral Presentation). @inproceedings{Arango2024,
title = {Quick-Tune: Quickly Learning Which Pretrained Model to Finetune and How},
author = {Sebastian Pineda Arango and Fabio Ferreira and Arlind Kadra and Frank Hutter and Josif Grabocka},
year = {2024},
booktitle = {The Twelfth International Conference on Learning Representations (ICLR)},
keywords = {}
}
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2023
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Rajan, Raghu; Diaz, Jessica Lizeth Borja; Guttikonda, Suresh; Ferreira, Fabio; Biedenkapp, André; von Hartz, Jan Ole; Hutter, Frank MDP Playground: An Analysis and Debug Testbed for Reinforcement Learning Journal Article In: Journal of Artificial Intelligence Research (JAIR), vol. 77, pp. 821-890, 2023. @article{rajan-jair23,
title = {MDP Playground: An Analysis and Debug Testbed for Reinforcement Learning},
author = {Raghu Rajan and Jessica Lizeth Borja Diaz and Suresh Guttikonda and Fabio Ferreira and André Biedenkapp and Jan Ole von Hartz and Frank Hutter},
doi = {10.1613/jair.1.14314},
year = {2023},
journal = {Journal of Artificial Intelligence Research (JAIR)},
volume = {77},
pages = {821-890},
keywords = {}
}
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Arango, Sebastian Pineda; Ferreira, Fabio; Kadra, Arlind; Hutter, Frank; Grabocka, Josif Quick-Tune: Quickly Learning Which Pretrained Model to Finetune and How Conference 2023. @conference{nokey,
title = {Quick-Tune: Quickly Learning Which Pretrained Model to Finetune and How},
author = {Sebastian Pineda Arango and Fabio Ferreira and Arlind Kadra and Frank Hutter and Josif Grabocka},
year = {2023},
keywords = {}
}
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2022
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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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Öztürk*, Ekrem; Ferreira*, Fabio; Jomaa*, Hadi S.; Schmidt-Thieme, Lars; Grabocka, Josif; Hutter, Frank Zero-shot AutoML with Pretrained Models Inproceedings In: International Conference on Machine Learning (ICML), 2022. @inproceedings{ferreira-icml22a,
title = {Zero-shot AutoML with Pretrained Models},
author = {Ekrem Öztürk* and Fabio Ferreira* and Hadi S. Jomaa* and Lars Schmidt-Thieme and Josif Grabocka and Frank Hutter},
year = {2022},
booktitle = {International Conference on Machine Learning (ICML)},
keywords = {}
}
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Ferreira, Fabio; Nierhoff, Thomas; Sälinger, Andreas; Hutter, Frank Learning Synthetic Environments and Reward Networks for Reinforcement Learning Inproceedings In: 10th International Conference on Learning Representations (ICLR), OpenReview.net, 2022. @inproceedings{,
title = {Learning Synthetic Environments and Reward Networks for Reinforcement Learning},
author = {Fabio Ferreira and Thomas Nierhoff and Andreas Sälinger and Frank Hutter},
year = {2022},
booktitle = {10th International Conference on Learning Representations (ICLR), OpenReview.net},
keywords = {}
}
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2021
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Rajan, Raghu; Diaz, Jessica Lizeth Borja; Guttikonda, Suresh; Ferreira, Fabio; Biedenkapp, André; von Hartz, Jan Ole; Hutter, Frank MDP Playground: A Design and Debug Testbed for Reinforcement Learning Inproceedings In: arXiv:1909.07750, 2021. @inproceedings{rajan-arxiv21,
title = {MDP Playground: A Design and Debug Testbed for Reinforcement Learning},
author = {Raghu Rajan and Jessica Lizeth Borja Diaz and Suresh Guttikonda and Fabio Ferreira and André Biedenkapp and Jan Ole von Hartz and Frank Hutter},
year = {2021},
booktitle = {arXiv:1909.07750},
journal = {arXiv:1909.07750v4 [cs.LG]},
keywords = {}
}
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Ferreira, Fabio; Nierhoff, Thomas; Hutter, Frank Learning Synthetic Environments for Reinforcement Learning with Evolution Strategies Journal Article In: AAAI workshop on Meta-Learning Challenges, 2021. @article{ferreira-metalearn21a,
title = {Learning Synthetic Environments for Reinforcement Learning with Evolution Strategies},
author = {Fabio Ferreira and Thomas Nierhoff and Frank Hutter},
year = {2021},
booktitle = {AAAI workshop on Meta-Learning Challenges},
journal = {AAAI workshop on Meta-Learning Challenges},
keywords = {}
}
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2020
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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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