Author

Yuki Imajuku

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Review

Feedback-to-Rubrics: Can We Extract Expert Criteria from Inline Comments?

This work proposes Feedback-to-Rubrics, a problem setting for learning criteria from inline comments on artifacts, which infers rubrics from these comments and iteratively refines them by observing errors in comment prediction based on the inferred rubrics.

Kotaro Yoshida, So Kuroki, Yuki Imajuku et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Prior-Conditioned Gaussian Discriminants for Generalizable AI-generated Image Detection

Strong sensitivity to the training prior, data-efficiency of moment-based heads, and representation dependence of Gaussian shift metrics, motivating (prior, encoder, head)-level reporting and stronger analytical baselines for AIGI transfer are quantified.

Shashank Kotyan, Makoto Shing, Yuki Imajuku et al. · 0 citations