Author

Gihoon Kim

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#artificial intelligence Preprint Oct 2026

Correcting Guided Diffusion Trajectories with Spectral Alignment

The practical success of conditional image generation hinges on fine-grained differences in condition alignment and visual fidelity. Classifier-free guidance (CFG) is central to this success, but its lack of an explicit criterion makes it difficult to assess whether the guided trajectory is progressing as intended. To...

Gihoon Kim, Taesup Kim · 0 citations

Preprint Aug 2026

Cautious Context Steering for Language Model Personalization

Cautious Context Steering (CCS), which adds a lightweight adapter to a frozen backbone LM to decide at each token whether and how strongly user context should affect generation, demonstrating robust generalization to new users and domains.

Gihoon Kim, Jeyoung Lee, S. Woo et al. · 0 citations