2025
Learning Interestingness in Automated Mathematical Theory Formation
NeurIPS 2025spotlight
We take two key steps in automating the open-ended discovery of new mathematical theories, a grand challenge in artificial intelligence. First, we introduce Fermat, a reinforcement learning (RL) environment that models concept discovery and theorem-proving using a set of symbolic actions, opening up…