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Try “scaling”, “cross-entropy”, or “activation steering”.

MATHEMATICS FOR AI SAFETY

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Overview Reading guide

Foundations

Language models and loss Scaling and compute Generalization and learning dynamics

Safety questions

Capabilities and AI research feedback Representations and interpretability Agency and interaction

Research & reading

Research directions Developing proposals Research practice Related papers Discussion notes

Browse topics

Start here

Overview Reading guide

Foundations

Language models and loss Scaling and compute Generalization and learning dynamics

Safety questions

Capabilities and AI research feedback Representations and interpretability Agency and interaction

Research & reading

Research directions Developing proposals Research practice Related papers Discussion notes

AI Safety/Course archive

Project Presentations

The course outline schedules project presentations for this week. Add presentation notes, feedback, and follow-up tasks here.

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A Varifold community learning project.Reading guide →