Search Results for author: Leo Hyun Park

Found 2 papers, 1 papers with code

Adversarial Feature Alignment: Balancing Robustness and Accuracy in Deep Learning via Adversarial Training

no code implementations19 Feb 2024 Leo Hyun Park, JaeUk Kim, Myung Gyo Oh, Jaewoo Park, Taekyoung Kwon

Deep learning models continue to advance in accuracy, yet they remain vulnerable to adversarial attacks, which often lead to the misclassification of adversarial examples.

Contrastive Learning Data Augmentation

Amplifying Training Data Exposure through Fine-Tuning with Pseudo-Labeled Memberships

1 code implementation19 Feb 2024 Myung Gyo Oh, Hong Eun Ahn, Leo Hyun Park, Taekyoung Kwon

To address this, we propose the use of pseudo-labels for these generated texts, leveraging membership approximations indicated by machine-generated probabilities from the target LM.

Memorization

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