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Research2026-05-12

A Minimum Variance Path Principle for Accurate and Stable Score-Based Density Ratio Estimation

Source: Arxiv CS.AI

arXiv:2602.00834v4 Announce Type: replace-cross Abstract: Score-based methods are powerful across machine learning, but they face a paradox: theoretically path-independent, yet practically path-dependent. We resolve this by proving that practical training objectives differ from the ideal,...

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