#jacobian-analysis News & Analysis

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

2 articles

AINeutralarXiv – CS AI · Jun 236/10

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GIF: Locally Sound Geometric Information Flow Control for LLMs

Researchers present Geometric Information Flow (GIF), a new framework for detecting and controlling information leakage in large language models by tracking how input tokens influence outputs through the model's Jacobian and local geometry. GIF achieves superior performance on prompt injection and privacy breach detection benchmarks while using significantly lower computational costs than existing approaches, with detection patterns transferable across different model sizes and families.

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AIBullisharXiv – CS AI · Mar 55/10

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JPmHC Dynamical Isometry via Orthogonal Hyper-Connections

Researchers propose JPmHC (Jacobian-spectrum Preserving manifold-constrained Hyper-Connections), a new deep learning framework that improves upon existing Hyper-Connections by replacing identity skips with trainable linear mixers while controlling gradient conditioning. The framework addresses training instability and memory overhead issues in current deep learning architectures through constrained optimization on specific mathematical manifolds.