| AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data N Erickson, J Mueller, A Shirkov, H Zhang, P Larroy, M Li, A Smola arXiv preprint arXiv:2003.06505, 2020 | 541 | 2020 |
| Autogluon-tabular: Robust and accurate automl for structured data. arXiv 2020 N Erickson, J Mueller, A Shirkov, H Zhang, P Larroy, M Li, A Smola arXiv preprint arXiv:2003.06505, 2020 | 59 | 2020 |
| Fast, accurate, and simple models for tabular data via augmented distillation R Fakoor, JW Mueller, N Erickson, P Chaudhari, AJ Smola Advances in Neural Information Processing Systems 33, 8671-8681, 2020 | 56 | 2020 |
| XTab: Cross-table Pretraining for Tabular Transformers B Zhu, X Shi, N Erickson, M Li, G Karypis, M Shoaran International Conference on Machine Learning 40, 43181-43204, 2023 | 29 | 2023 |
| Benchmarking multimodal automl for tabular data with text fields X Shi, J Mueller, N Erickson, M Li, AJ Smola Advances in Neural Information Processing Systems 35 Datasets and Benchmarks …, 2021 | 27 | 2021 |
| Multimodal automl on structured tables with text fields X Shi, J Mueller, N Erickson, M Li, A Smola 8th ICML Workshop on Automated Machine Learning (AutoML), 2021 | 26 | 2021 |
| Rlsbench: Domain adaptation under relaxed label shift S Garg, N Erickson, J Sharpnack, A Smola, S Balakrishnan, ZC Lipton International Conference on Machine Learning, 10879-10928, 2023 | 15 | 2023 |
| Multimodal automl for image, text and tabular data N Erickson, X Shi, J Sharpnack, A Smola Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and …, 2022 | 11 | 2022 |
| Code-free automated machine learning J Mueller, T Arai, AV Sharma, RM Brand, Y Nakayama, ND Erickson, ... US Patent App. 16/849,537, 2021 | 7 | 2021 |
| AutoGluon–TimeSeries: AutoML for probabilistic time series forecasting O Shchur, AC Turkmen, N Erickson, H Shen, A Shirkov, T Hu, B Wang International Conference on Automated Machine Learning, 9/1-21, 2023 | 6 | 2023 |
| Rlsbench: A large-scale empirical study of domain adaptation under relaxed label shift S Garg, N Erickson, J Sharpnack, A Smola, S Balakrishnan, ZC Lipton | 3 | 2022 |
| Dex: Incremental Learning for Complex Environments in Deep Reinforcement Learning N Erickson, Q Zhao arXiv preprint arXiv:1706.05749, 2017 | 1 | 2017 |
| TabRepo: A Large Scale Repository of Tabular Model Evaluations and its AutoML Applications D Salinas, N Erickson arXiv preprint arXiv:2311.02971, 2023 | | 2023 |
| Multimodal AutoML on Tables with Text Fields X Shi, J Mueller, N Erickson, M Li, A Smola | | 2023 |
