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Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming


Jun 22, 2022
Chuan Wen, Jianing Qian, Jierui Lin, Jiaye Teng, Dinesh Jayaraman, Yang Gao

* 28 pages, 13 figures, ICML2022 

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Anomaly Detection with Test Time Augmentation and Consistency Evaluation


Jun 06, 2022
Haowei He, Jiaye Teng, Yang Yuan


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Realistic Deep Learning May Not Fit Benignly


Jun 01, 2022
Kaiyue Wen, Jiaye Teng, Jingzhao Zhang


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Relaxing the Feature Covariance Assumption: Time-Variant Bounds for Benign Overfitting in Linear Regression


Feb 12, 2022
Jing Xu, Jiaye Teng, Andrew Chi-Chih Yao


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Towards Understanding Generalization via Decomposing Excess Risk Dynamics


Jun 11, 2021
Jiaye Teng, Jianhao Ma, Yang Yuan


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T-SCI: A Two-Stage Conformal Inference Algorithm with Guaranteed Coverage for Cox-MLP


Mar 08, 2021
Jiaye Teng, Zeren Tan, Yang Yuan


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Can Pretext-Based Self-Supervised Learning Be Boosted by Downstream Data? A Theoretical Analysis


Mar 05, 2021
Jiaye Teng, Weiran Huang


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Inject Machine Learning into Significance Test for Misspecified Linear Models


Jun 04, 2020
Jiaye Teng, Yang Yuan


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