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Wooyeol Lee

2 accepted papers

2026

On the Collapse of Generative Paths: A Criterion and Correction for Diffusion Steering

ICML 2026poster

Inference-time steering adapts pretrained diffusion and flow models to new tasks without retraining, often utilizing ratio-of-densities constructions that reweight time-indexed marginals with fixed exponents. We identify Marginal Path Collapse, a failure mode in which the intermediate density define…

Cited by 0SourceScholar
2026

TRACE: Your Diffusion Model is Secretly an Instance Edge Detector

ICLR 2026oral

High-quality instance and panoptic segmentation has traditionally relied on dense instance-level annotations such as masks, boxes, or points, which are costly, inconsistent, and difficult to scale. Unsupervised and weakly-supervised approaches reduce this burden but remain constrained by semantic ba…

Cited by 0SourcecodeScholar