Author

Changhee Lee

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#artificial intelligence Preprint Oct 2026

Parallelizable Probabilistic Latent Reasoning for Diverse Reasoning Trajectories

Language models relying on verbalized Chain-of-Thought (CoT) are constrained to token-by-token generation in the language space, where many tokens serve textual coherence rather than core reasoning. This entangles genuine differences in logical trajectories with superficial variations in verbalization. Moving reasoning...

Seokhyun Lee, Seongjun Lee, Changhee Lee · 0 citations

#artificial intelligence Preprint Oct 2026

Safeguarding Mutual Correction in Source-Free Domain Adaptation via Cut Statistics

Source-Free Domain Adaptation (SFDA) aims to adapt a source-pretrained model to an unlabeled target domain without access to the original source domain. While early single-model approaches rely on self-refinement, they are inherently susceptible to confirmation bias and struggle to correct their own systematic errors....

Seong-Whan Lee, Changhee Lee · 0 citations