Invited Talks
- Reinforcement Learning for Theorem Proving
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Alex Best
Harmonic, Palo Alto, USA
I'll discuss recent advances training language models to prove theorems at a very advanced level via reinforcement learning on formal languages. I will cover the progression of these systems from proving standalone statements, to building up whole new theories. I'll give a demo of the system we have been developing with these techniques, called Aristotle, and survey interesting use cases so far. Additionally I will discuss the potential ways that a mathematicians work will change when incorporating these tools.
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December 15, 2025: SCML-2026 Call for Presentations