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Nick Erickson
Nick Erickson
Amazon Web Services
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Title
Cited by
Cited by
Year
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
5902020
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
662020
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
582020
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
402023
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
322021
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
282021
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
172023
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
122022
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
92023
Code-free automated machine learning
J Mueller, T Arai, AV Sharma, RM Brand, Y Nakayama, ND Erickson, ...
US Patent App. 16/849,537, 2021
92021
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
32022
TabRepo: A Large Scale Repository of Tabular Model Evaluations and its AutoML Applications
D Salinas, N Erickson
arXiv preprint arXiv:2311.02971, 2023
12023
Dex: Incremental Learning for Complex Environments in Deep Reinforcement Learning
N Erickson, Q Zhao
arXiv preprint arXiv:1706.05749, 2017
12017
Multimodal AutoML on Tables with Text Fields
X Shi, J Mueller, N Erickson, M Li, A Smola
2023
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