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20242026
most citedLBC: Language-Based-Classifier for Out-Of-Variable Generalization

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cs.LG2025

MIDUS: Memory-Infused Depth Up-Scaling

Taero Kim, Hoyoon Byun, Youngjun Choi +2

Expanding pre-trained language models offers a practical way to increase capacity without training larger models from scratch. Depth Up-Scaling (DUS) does so by duplicating Transfo…

cs.LG2024

Perturb-and-Compare Approach for Detecting Out-of-Distribution Samples in Constrained Access Environments

Heeyoung Lee, Hoyoon Byun, Changdae Oh +2

Accessing machine learning models through remote APIs has been gaining prevalence following the recent trend of scaling up model parameters for increased performance. Even though t…