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33 Results
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Poster
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Thu 9:00 |
Why do tree-based models still outperform deep learning on typical tabular data? Leo Grinsztajn · Edouard Oyallon · Gael Varoquaux |
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Poster
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Thu 14:00 |
ADBench: Anomaly Detection Benchmark Songqiao Han · Xiyang Hu · Hailiang Huang · Minqi Jiang · Yue Zhao |
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Poster
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Tue 9:00 |
Near-Optimal Randomized Exploration for Tabular Markov Decision Processes Zhihan Xiong · Ruoqi Shen · Qiwen Cui · Maryam Fazel · Simon Du |
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Poster
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Wed 9:00 |
Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation Josh Gardner · Zoran Popovic · Ludwig Schmidt |
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Poster
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Tue 14:00 |
TabNAS: Rejection Sampling for Neural Architecture Search on Tabular Datasets Chengrun Yang · Gabriel Bender · Hanxiao Liu · Pieter-Jan Kindermans · Madeleine Udell · Yifeng Lu · Quoc V Le · Da Huang |
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Poster
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Tue 14:00 |
Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data Nabeel Seedat · Jonathan Crabbé · Ioana Bica · Mihaela van der Schaar |
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Poster
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Learning Enhanced Representation for Tabular Data via Neighborhood Propagation Kounianhua Du · Weinan Zhang · Ruiwen Zhou · Yangkun Wang · Xilong Zhao · Jiarui Jin · Quan Gan · Zheng Zhang · David P Wipf |
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Poster
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Wed 14:00 |
On Embeddings for Numerical Features in Tabular Deep Learning Yury Gorishniy · Ivan Rubachev · Artem Babenko |
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Poster
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Wed 9:00 |
TransTab: Learning Transferable Tabular Transformers Across Tables Zifeng Wang · Jimeng Sun |
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Affinity Workshop
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Modern Hopfield Networks for Iterative Learning on Tabular Data Bernhard Schäfl · Lukas Gruber · Angela Bitto · Sepp Hochreiter |
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Workshop
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Explanation Shift: Detecting distribution shifts on tabular data via the explanation space Carlos Mougan · Klaus Broelemann · Gjergji Kasneci · Thanassis Tiropanis · Steffen Staab |
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Poster
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Tue 9:00 |
Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation Sérgio Jesus · José Pombal · Duarte Alves · André Cruz · Pedro Saleiro · Rita Ribeiro · João Gama · Pedro Bizarro |