TGO Aligns Visual Generative Models with Scalar Feedback Without Preference Pairs | ICML 2026

无需构造偏好对：TGO用标量反馈对齐视觉生成模型｜ICML'26

NUS proposed Threshold-Guided Optimization, which converts scalar feedback into positive or negative updates through a score-distribution threshold and was accepted by ICML 2026; experiments cover Stable Diffusion v1.5, FLUX, Wan 1.3B, and Meissonic across image and video generation settings.

Why it matters: HKR-H/K/R pass: the paper has a concrete mechanism and tests across SD v1.5, FLUX, Wan 1.3B, and Meissonic. Impact is research-heavy, so it lands in featured, not must-write.