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Is Continual Learning Truly Learning Representations Continually?


Jun 16, 2022
Sungmin Cha, Dongsub Shim, Hyunwoo Kim, Moontae Lee, Honglak Lee, Taesup Moon

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ExCon: Explanation-driven Supervised Contrastive Learning for Image Classification


Dec 10, 2021
Zhibo Zhang, Jongseong Jang, Chiheb Trabelsi, Ruiwen Li, Scott Sanner, Yeonjeong Jeong, Dongsub Shim


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EDDA: Explanation-driven Data Augmentation to Improve Model and Explanation Alignment


Jun 19, 2021
Ruiwen Li, Zhibo Zhang, Jiani Li, Scott Sanner, Jongseong Jang, Yeonjeong Jeong, Dongsub Shim


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Adversarial Shapley Value Experience Replay for Task-Free Continual Learning


Aug 31, 2020
Zheda Mai, Dongsub Shim, Jihwan Jeong, Scott Sanner, Hyunwoo Kim, Jongseong Jang


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