5 citations · 8 across the 12 of their papers we have counts for
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stat.ML2023★ 1 cited
Unraveling Projection Heads in Contrastive Learning: Insights from Expansion and Shrinkage
Yu Gui, Cong Ma, Yiqiao Zhong
We investigate the role of projection heads, also known as projectors, within the encoder-projector framework (e.g., SimCLR) used in contrastive learning. We aim to demystify the o…
stat.ME2023★ 1 cited
Conformalized matrix completion
Yu Gui, Rina Foygel Barber, Cong Ma
Matrix completion aims to estimate missing entries in a data matrix, using the assumption of a low-complexity structure (e.g., low rank) so that imputation is possible. While many…