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Taekyung Kim

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Preprint Sep 2026

Isotropic Embedding Perturbations for Robust Vision Language Encoders

Aether is introduced, a simple plug-in method that applies diffusion-style random perturbations in the embedding space via controlled alpha-mixing, specifically designed to provide isotropic regularization that remains semantically consistent.

Hyesong Choi, Daeun Kim, Song Park et al. · 0 citations
#natural language process... Preprint Sep 2026

Beneath the Surface of Chains-of-Thought: A Mechanistic Interpretation of Reasoning Operations in LLMs

Reasoning in large language models unfolds through diverse functional operations, such as problem formulation, goal decomposition, and deduction. Although these operations are explicitly distinguished in text, little is known about how they are geometrically organized in representation spaces. To this end, we investiga...

Seogyeong Jeong, Jaehui Hwang, Dongyoon Han et al. · 0 citations

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