Math for AI safety: an invitation for mathematicians
Artificial intelligence threatens to outrun human understanding and control. New mathematics is needed to design AI that is legible, steerable, and cooperative with humanity. I organize this invitation by mathematical field, so you can turn straight to your own: logic and game theory for cooperation; probability for agency and world-models; algebra and representation theory for learned features; analysis and geometry for generalization and training dynamics. Each section ends with an open problem that is accessible to a working mathematician with no prior experience in AI safety.
| Authors | Lionel Levine |
|---|---|
| Primary category | math.HO |
| Published | 14 September 2026 |
| Last updated at source | 14 September 2026 |
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