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cs.LG2024
Understanding Representation Learnability of Nonlinear Self-Supervised Learning
Ruofeng Yang, Xiangyuan Li, Bo Jiang +1
Self-supervised learning (SSL) has empirically shown its data representation learnability in many downstream tasks. There are only a few theoretical works on data representation le…
cs.LG2023
Nearest-Neighbor Sampling Based Conditional Independence Testing
Shuai Li, Ziqi Chen, Hongtu Zhu +2
The conditional randomization test (CRT) was recently proposed to test whether two random variables X and Y are conditionally independent given random variables Z. The CRT assumes…