Moroshan, Vladyslav; Siems, Julien; Zela, Arber; Carstensen, Timur; Hutter, Frank TempoPFN: Synthetic Pre-training of Linear RNNs for Zero-shot Time Series Forecasting Proceedings Article In: 40th Conference on Neural Information Processing Systems (NeurIPS), 2026. @inproceedings{moroshan2026a,
title = {TempoPFN: Synthetic Pre-training of Linear RNNs for Zero-shot Time Series Forecasting},
author = {Vladyslav Moroshan and Julien Siems and Arber Zela and Timur Carstensen and Frank Hutter},
year = {2026},
booktitle = {40th Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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Shaheen, Nour; Ma, Junwei; Labach, Alex; Hutter, Frank; Thomas, Valentin; Caterini, Anthony L. Understanding the Surprising Generalization Properties of Tabular Foundation Models Proceedings Article In: 40th Conference on Neural Information Processing Systems (NeurIPS), 2026. @inproceedings{shaheen2026a,
title = {Understanding the Surprising Generalization Properties of Tabular Foundation Models},
author = {Nour Shaheen and Junwei Ma and Alex Labach and Frank Hutter and Valentin Thomas and Anthony L. Caterini},
year = {2026},
booktitle = {40th Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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Blayer, Gioia; Kim, Myung Jun; Lefebvre, Félix; Purucker, Lennart; Arazi, Alan; Shapira, Eilam; Reichart, Roi; Hutter, Frank; Morvan, Marine Le; Holzmüller, David; Varoquaux, Gaël STRABLE: Benchmarking Tabular Machine Learning with Strings Proceedings Article In: 40th Conference on Neural Information Processing Systems (NeurIPS), 2026. @inproceedings{blayer2026a,
title = {STRABLE: Benchmarking Tabular Machine Learning with Strings},
author = {Gioia Blayer and Myung Jun Kim and Félix Lefebvre and Lennart Purucker and Alan Arazi and Eilam Shapira and Roi Reichart and Frank Hutter and Marine Le Morvan and David Holzmüller and Gaël Varoquaux},
year = {2026},
booktitle = {40th Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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Purucker, Lennart; Tschalzev, Andrej; Erickson, Nick; Blayer, Gioia; Holzmüller, David; Arazi, Alan; Pfefferle, Alexander; Tajjar, Mustafa; Varoquaux, Gaël; Hutter, Frank Beyond IID: How General Are Tabular Foundation Models, Really? Proceedings Article In: 40th Conference on Neural Information Processing Systems (NeurIPS), 2026. @inproceedings{purucker2026a,
title = {Beyond IID: How General Are Tabular Foundation Models, Really?},
author = {Lennart Purucker and Andrej Tschalzev and Nick Erickson and Gioia Blayer and David Holzmüller and Alan Arazi and Alexander Pfefferle and Mustafa Tajjar and Gaël Varoquaux and Frank Hutter},
year = {2026},
booktitle = {40th Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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Arazi, Alan; Shapira, Eilam; Grunblat, Shoham; Ventura, Mor; Hoffer, Elad; Blayer, Gioia; Holzmüller, David; Purucker, Lennart; Varoquaux, Gaël; Hutter, Frank; Reichart, Roi MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image Proceedings Article In: 40th Conference on Neural Information Processing Systems (NeurIPS), 2026. @inproceedings{arazi2026a,
title = {MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image},
author = {Alan Arazi and Eilam Shapira and Shoham Grunblat and Mor Ventura and Elad Hoffer and Gioia Blayer and David Holzmüller and Lennart Purucker and Gaël Varoquaux and Frank Hutter and Roi Reichart},
year = {2026},
booktitle = {40th Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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Mallik, Neeratyoy; Janowski, Maciej; Hog, Johannes; Rakotoarison, Herilalaina; Grabocka, Josif; Hutter, Frank; Klein, Aaron When is Warmstarting Effective for Scaling Language Models? Proceedings Article In: 40th Conference on Neural Information Processing Systems (NeurIPS), 2026. @inproceedings{mallik2026a,
title = {When is Warmstarting Effective for Scaling Language Models?},
author = {Neeratyoy Mallik and Maciej Janowski and Johannes Hog and Herilalaina Rakotoarison and Josif Grabocka and Frank Hutter and Aaron Klein},
year = {2026},
booktitle = {40th Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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Sermaxhaj, Artin; Gougeh, Nastaran Alipour; Sinani, Donat; Hog, Johannes; Mallik, Neeratyoy; Adriaensen, Steven; Jitsev, Jenia; Stoll, Danny ScAn-Bench: Evaluating Scaling Analysis Methodology Proceedings Article In: 40th Conference on Neural Information Processing Systems (NeurIPS), 2026. @inproceedings{sermaxhaj2026a,
title = {ScAn-Bench: Evaluating Scaling Analysis Methodology},
author = {Artin Sermaxhaj and Nastaran Alipour Gougeh and Donat Sinani and Johannes Hog and Neeratyoy Mallik and Steven Adriaensen and Jenia Jitsev and Danny Stoll},
year = {2026},
booktitle = {40th Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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Franke, Jörg K. H.; Tennie, Iris K.; Uhl, Michael; Koksal, Ryan; Matus, Dominika; Hutter, Frank; Backofen, Rolf; Runge, Frederic Synthetic RNA Evolution Enables Accurate Alignment-Free 3D Structure Prediction Proceedings Article In: 40th Conference on Neural Information Processing Systems (NeurIPS), 2026. @inproceedings{franke2026a,
title = {Synthetic RNA Evolution Enables Accurate Alignment-Free 3D Structure Prediction},
author = {Jörg K.H. Franke and Iris K. Tennie and Michael Uhl and Ryan Koksal and Dominika Matus and Frank Hutter and Rolf Backofen and Frederic Runge},
year = {2026},
booktitle = {40th Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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Shulgin, Egor; Franke, Jörg K. H.; von Rütte, Dimitri; Zhang, Tianyue H.; Ajroldi, Niccolò; Pöppel, Korbinian; Schölkopf, Bernhard; Klein, Aaron; Richtárik, Peter; Orvieto, Antonio Deriving Hyperparameter Scaling Laws via Modern Optimization Theory Proceedings Article In: 40th Conference on Neural Information Processing Systems (NeurIPS), 2026. @inproceedings{shulgin2026a,
title = {Deriving Hyperparameter Scaling Laws via Modern Optimization Theory},
author = {Egor Shulgin and Jörg K.H. Franke and Dimitri von Rütte and Tianyue H. Zhang and Niccolò Ajroldi and Korbinian Pöppel and Bernhard Schölkopf and Aaron Klein and Peter Richtárik and Antonio Orvieto},
year = {2026},
booktitle = {40th Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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