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#rectified-flows News & Analysis

2 articles tagged with #rectified-flows. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBearisharXiv – CS AI · Jun 87/10
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Where Rectified Flows Leak: Characterising Membership Signals Along the Interpolation Path

Researchers demonstrate that Rectified Flows, a generative model architecture increasingly deployed in production systems, leak membership information about training data along their interpolation path in a quantifiable, bell-shaped pattern. This vulnerability enables practical membership inference attacks that can distinguish training set members from non-members, raising significant privacy and copyright concerns for deployed generative AI systems.

AINeutralarXiv – CS AI · Jun 26/10
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Geometric Erasure by Contrastive Velocity Matching in Rectified Flows

Researchers introduce GEM, a concept erasure framework designed for Rectified Flow models that addresses the limitations of existing erasure techniques built for older U-Net diffusion architectures. The method combines trajectory-based unlearning with teacher-guided flow matching to suppress unwanted concepts in generative AI while preserving legitimate generation capabilities.