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Shen Lin

2 accepted papers

2024

Echoes of the Past: Boosting Long-tail Recognition via Reflective Learning

ECCV 2024oral

"In real-world scenarios, where knowledge distributions exhibit long-tail. Humans manage to master knowledge uniformly across imbalanced distributions, a feat attributed to their diligent practices of reviewing, summarizing, and correcting errors. Motivated by this learning process, we propose a nov…

2023

ERM-KTP: Knowledge-Level Machine Unlearning via Knowledge Transfer

CVPR 2023poster

Machine unlearning can fortify the privacy and security of machine learning applications. Unfortunately, the exact unlearning approaches are inefficient, and the approximate unlearning approaches are unsuitable for complicated CNNs. Moreover, the approximate approaches have serious security flaws be…