2025
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Swelam, Omar; Purucker, Lennart; Robertson, Jake; Raum, Hanne; Boedecker, Joschka; Hutter, Frank Does TabPFN Understand Causal Structures? Proceedings Article In: EurIPS 2025 Workshop: AI for Tabular Data, 2025. @inproceedings{Swelam25,
title = {Does TabPFN Understand Causal Structures?},
author = {Omar Swelam and Lennart Purucker and Jake Robertson and Hanne Raum and Joschka Boedecker and Frank Hutter},
year = {2025},
booktitle = {EurIPS 2025 Workshop: AI for Tabular Data},
keywords = {}
}
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Robertson, Jake; Reuter, Arik; Guo, Siyuan; Hollmann, Noah; Hutter, Frank; Schölkopf, Bernhard Do-PFN: In-Context Learning for Causal Effect Estimation Proceedings Article In: 39th Conference on Neural Information Processing Systems (NeurIPS), 2025, (Spotlight). @inproceedings{Robertson2025b,
title = {Do-PFN: In-Context Learning for Causal Effect Estimation},
author = {Jake Robertson and Arik Reuter and Siyuan Guo and Noah Hollmann and Frank Hutter and Bernhard Schölkopf},
year = {2025},
booktitle = {39th Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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Grinsztajn, Léo; Flöge, Klemens; Key, Oscar; Birkel, Felix; Jund, Philipp; Roof, Brendan; Jäger, Benjamin; Safaric, Dominik; Alessi, Simone; Hayler, Adrian; Manium, Mihir; Yu, Rosen; Jablonski, Felix; Hoo, Shi Bin; Garg, Anurag; Robertson, Jake; Bühler, Magnus; Moroshan, Vladyslav; Purucker, Lennart; Cornu, Clara; Wehrhahn, Lilly Charlotte; Bonetto, Alessandro; Schölkopf, Bernhard; Gambhir, Sauraj; Hollmann, Noah; Hutter, Frank TabPFN-2.5: Advancing the State of the Art in Tabular Foundation Models Proceedings Article In: Techreport, 2025. @inproceedings{Grinsztajn2025,
title = {TabPFN-2.5: Advancing the State of the Art in Tabular Foundation Models},
author = {Léo Grinsztajn and Klemens Flöge and Oscar Key and Felix Birkel and Philipp Jund and Brendan Roof and Benjamin Jäger and Dominik Safaric and Simone Alessi and Adrian Hayler and Mihir Manium and Rosen Yu and Felix Jablonski and Shi Bin Hoo and Anurag Garg and Jake Robertson and Magnus Bühler and Vladyslav Moroshan and Lennart Purucker and Clara Cornu and Lilly Charlotte Wehrhahn and Alessandro Bonetto and Bernhard Schölkopf and Sauraj Gambhir and Noah Hollmann and Frank Hutter},
year = {2025},
booktitle = {Techreport},
keywords = {}
}
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Robertson, Jake; Reuter, Arik; Guo, Siyuan; Hollmann, Noah; Hutter, Frank; Schölkopf, Bernhard Do-PFN: In-Context Learning for Causal Effect Estimation Proceedings Article In: Foundation Models for Structured Data workshop at ICML, 2025. @inproceedings{nokey,
title = {Do-PFN: In-Context Learning for Causal Effect Estimation},
author = {Jake Robertson and Arik Reuter and Siyuan Guo and Noah Hollmann and Frank Hutter and Bernhard Schölkopf},
year = {2025},
booktitle = {Foundation Models for Structured Data workshop at ICML},
keywords = {}
}
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Robertson, Jake; Hollmann, Noah; Müller, Samuel Gabriel; Awad, Noor; Hutter, Frank FairPFN: A Tabular Foundation Model for Causal Fairness Proceedings Article In: Proceedings of the 42nd International Conference on Machine Learning (ICML), 2025. @inproceedings{Robertson2025,
title = {FairPFN: A Tabular Foundation Model for Causal Fairness},
author = {Jake Robertson and Noah Hollmann and Samuel Gabriel Müller and Noor Awad and Frank Hutter},
year = {2025},
booktitle = {Proceedings of the 42nd International Conference on Machine Learning (ICML)},
keywords = {}
}
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2024
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Robertson, Jake; Schmidt, Thorsten; Hutter, Frank; Awad, Noor A Human-in-the-Loop Fairness-Aware Model Selection Framework for Complex Fairness Objective Landscapes Proceedings Article In: Proceedings of the Seventh AAAI/ACM Conference on AI, Ethics, and Society (AIES-24), 2024. @inproceedings{Robertson2024b,
title = {A Human-in-the-Loop Fairness-Aware Model Selection Framework for Complex Fairness Objective Landscapes},
author = { Jake Robertson and Thorsten Schmidt and Frank Hutter and Noor Awad},
year = {2024},
booktitle = {Proceedings of the Seventh AAAI/ACM Conference on AI, Ethics, and Society (AIES-24)},
keywords = {}
}
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Robertson, Jake; Hollmann, Noah; Awad, Noor; Hutter, Frank FairPFN: Transformers Can do Counterfactual Fairness Conference Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track, 2024. @conference{Robertson2024,
title = {FairPFN: Transformers Can do Counterfactual Fairness},
author = {Jake Robertson and Noah Hollmann and Noor Awad 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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