2025
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Salinas, David; Swelam, Omar; Hutter, Frank Tuning LLM Judge Design Decisions for 1/1000 of the Cost Inproceedings In: Proceedings of the 42nd International Conference on Machine Learning (ICML), 2025. @inproceedings{Salinas2025,
title = {Tuning LLM Judge Design Decisions for 1/1000 of the Cost},
author = {David Salinas and Omar Swelam and Frank Hutter},
year = {2025},
booktitle = {Proceedings of the 42nd International Conference on Machine Learning (ICML)},
keywords = {}
}
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Erickson, Nick; Purucker, Lennart; Tschalzev, Andrej; Holzmüller, David; Desai, Prateek Mutalik; Salinas, David; Hutter, Frank TabArena: A Living Benchmark for Machine Learning on Tabular Data Inproceedings In: Preprint, 2025. @inproceedings{Erickson2025,
title = {TabArena: A Living Benchmark for Machine Learning on Tabular Data},
author = {Nick Erickson and Lennart Purucker and Andrej Tschalzev and David Holzmüller and Prateek Mutalik Desai and David Salinas and Frank Hutter},
year = {2025},
booktitle = {Preprint},
keywords = {}
}
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2024
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Hoo, Shi Bin; Müller, Samuel; Salinas, David; Hutter, Frank The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features Inproceedings In: NeurIPS 2024 TRL Workshop, 2024. @inproceedings{Hoo2024,
title = {The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features},
author = {Shi Bin Hoo and Samuel Müller and David Salinas and Frank Hutter},
year = {2024},
booktitle = {NeurIPS 2024 TRL Workshop},
keywords = {}
}
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Bhethanabhotla, Sathya Kamesh; Swelam, Omar; Siems, Julien; Salinas, David; Hutter, Frank Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models Inproceedings In: NeurIPS 2024 TSALM Workshop, 2024, (Spotlight Presentation). @inproceedings{Bhethanabhotla2024,
title = {Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models},
author = {Sathya Kamesh Bhethanabhotla and Omar Swelam and Julien Siems and David Salinas and Frank Hutter},
year = {2024},
booktitle = {NeurIPS 2024 TSALM Workshop},
keywords = {}
}
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Müller, Andreas; Siems, Julien; Nori, Harsha; Salinas, David; Zela, Arber; Caruana, Rich; Hutter, Frank GAMformer: Exploring In-Context Learning for Generalized Additive Models Inproceedings In: NeurIPS 2024 TRL Workshop, 2024. @inproceedings{Müller2024,
title = {GAMformer: Exploring In-Context Learning for Generalized Additive Models},
author = {Andreas Müller and Julien Siems and Harsha Nori and David Salinas and Arber Zela and Rich Caruana and Frank Hutter},
year = {2024},
booktitle = {NeurIPS 2024 TRL Workshop},
keywords = {}
}
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Salinas, David; Erickson, Nick TabRepo: A Large Scale Repository of Tabular Model Evaluations and its AutoML Applications Inproceedings In: Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), ABCD Track, 2024. @inproceedings{Salinas2024,
title = {TabRepo: A Large Scale Repository of Tabular Model Evaluations and its AutoML Applications},
author = {David Salinas and Nick Erickson},
year = {2024},
booktitle = {Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), ABCD Track},
keywords = {}
}
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