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#flow-models News & Analysis

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

2 articles
AINeutralarXiv – CS AI · Mar 177/10
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Safety-Guided Flow (SGF): A Unified Framework for Negative Guidance in Safe Generation

Researchers introduce Safety-Guided Flow (SGF), a unified probabilistic framework that combines control barrier functions with negative guidance approaches to improve safety in AI-generated content. The framework identifies a critical time window during the denoising process where strong negative guidance is most effective for preventing harmful outputs.

AIBullisharXiv – CS AI · Mar 37/103
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Value Flows

Researchers have developed Value Flows, a new reinforcement learning method that uses flow-based models to estimate complete return distributions rather than single scalar values. The approach achieves 1.3x improvement in success rates across 62 benchmark tasks by better identifying states with high return uncertainty for improved decision-making.