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cs.LG2024★ 1 cited
Feature contamination: Neural networks learn uncorrelated features and fail to generalize
Tianren Zhang, Chujie Zhao, Guanyu Chen +2
Learning representations that generalize under distribution shifts is critical for building robust machine learning models. However, despite significant efforts in recent years, al…
cs.LG2021
A method of supervised learning from conflicting data with hidden contexts
Tianren Zhang, Yizhou Jiang, Feng Chen
Conventional supervised learning assumes a stable input-output relationship. However, this assumption fails in open-ended training settings where the input-output relationship depe…