#latent-directions News & Analysis

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

2 articles

AIBullisharXiv – CS AI · Jun 57/10

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Do Models Share Safety Representations? Cross-Model Steering for Safe Visual Generation

Researchers demonstrate that safety behaviors in generative AI models can be represented as portable latent directions that transfer across different architectures without requiring unsafe training data on target models. This framework enables cross-model safety steering for text-to-image and text-to-video generation, suggesting safety is a shared property rather than model-specific.

AINeutralarXiv – CS AI · May 97/10

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The Granularity Axis: A Micro-to-Macro Latent Direction for Social Roles in Language Models

Researchers demonstrate that large language models encode social role granularity—from individual to institutional perspectives—as a structured geometric axis in their internal representations. Using activation steering, they show this axis is causally manipulable, enabling controlled shifts in response scope across different models.

🧠 Llama