Author

Eunhyeok Park

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#natural language process... Preprint Sep 2026

LoopCD: Loop-wise Contrastive Decoding for Improving Reasoning in Looped Language Models

Looped Language Models (LoopLMs) perform"latent reasoning"by recursively refining internal latent representations with shared weights, offering a more effective alternative to explicit verbal reasoning. Despite their effectiveness, we find that LoopLMs remain prone to loop instability: unstable refinement across iterat...

Byeongho Yu, Junhyuk So, Eunhyeok Park · 0 citations

Open access Feb 2025

Fspgd: rethinking black-box attacks on semantic segmentation

Findings establish FSPGD as a principled and practical framework for advancing black-box adversarial attacks in semantic segmentation, consistently outperforming conventional logit-level methods as well as recent segmentation-specific baselines such as SegPGD, CosPGD, and RP-PGD.

Eunhyeok Park, MiSo Park, Yong-Goo Shin · Machine Vision and Applicati... · 0 citations