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cs.LG2025
Contrastive ECOC: Learning Output Codes for Adversarial Defense
Che-Yu Chou, Hung-Hsuan Chen
Although one-hot encoding is commonly used for multiclass classification, it is not always the most effective encoding mechanism. Error Correcting Output Codes (ECOC) address multi…
cs.LG2025
DeInfoReg: A Decoupled Learning Framework for Better Training Throughput
Zih-Hao Huang, You-Teng Lin, Hung-Hsuan Chen
This paper introduces Decoupled Supervised Learning with Information Regularization (DeInfoReg), a novel approach that transforms a long gradient flow into multiple shorter ones, t…
cs.CL2025
More Women, Same Stereotypes: Unpacking the Gender Bias Paradox in Large Language Models
Evan Chen, Run-Jun Zhan, Yan-Bai Lin +1
Large Language Models (LLMs) have revolutionized natural language processing, yet concerns persist regarding their tendency to reflect or amplify social biases. This study introduc…