Decoding Nature with Nature's Tools: Heterotic Line Bundle Models of Particle Physics with Genetic Algorithms and Quantum Annealing

2 code implementations • 5 Jun 2023 • Steve Abel, Andrei Constantin, Thomas R. Harvey, Andre Lukas, Luca A. Nutricati

The string theory landscape may include a multitude of ultraviolet embeddings of the Standard Model, but identifying these has proven difficult due to the enormous number of available string compactifications.

Heterotic String Model Building with Monad Bundles and Reinforcement Learning

no code implementations • 16 Aug 2021 • Andrei Constantin, Thomas R. Harvey, Andre Lukas

We use reinforcement learning as a means of constructing string compactifications with prescribed properties.

reinforcement-learning Reinforcement Learning (RL)