2025
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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 Inproceedings Forthcoming In: 39th Conference on Neural Information Processing Systems (NeurIPS), Forthcoming, (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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Robertson, Jake; Reuter, Arik; Guo, Siyuan; Hollmann, Noah; Hutter, Frank; Schölkopf, Bernhard Do-PFN: In-Context Learning for Causal Effect Estimation Inproceedings 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 Inproceedings 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 Inproceedings 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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