Geometric Erasure by Contrastive Velocity Matching in Rectified Flows

In three linesGEM is a concept erasure framework for Rectified Flow Transformers. It bridges trajectory-based unlearning (Generative Flow Networks) and teacher-guided erasure, using geometric guidance signals to suppress unwanted concepts while preserving benign generation and preventing harmful content synthesis.

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