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Florian Handke

3 accepted papers

2026

The Entropic Signature of Class Speciation in Diffusion Models

ICML 2026poster

Diffusion models do not recover semantic structure uniformly over time. Instead, samples transition from semantic ambiguity to class commitment within a narrow regime. Recent theoretical work attributes this transition to dynamical instabilities along class-separating directions, but practical metho…

Cited by 0SourceScholar
2025

Feedback Guidance of Diffusion Models

NeurIPS 2025poster

While Classifier-Free Guidance (CFG) has become standard for improving sample fidelity in conditional diffusion models, it can harm diversity and induce memorization by applying constant guidance regardless of whether a particular sample needs correction. We propose **F**eed**B**ack **G**uidance (FB…

Cited by 0SourceScholar