[NTU-NCTS String Seminar] Neural Networks as Ansätze: Applications to Quantum Integrability

  • Event Date: 2024-03-08
  • High energy theory
  • Speaker: Shailesh Lal (BIMSA, Beijing)  /  Host: Profs. Yu-tin Huang & Pei-Ming Ho (NTU)
    Place: Rm. 815, Dept. of Physics, NTU

Title:Neural Networks as Ansätze: Applications to Quantum Integrability
Speaker:Shailesh Lal (BIMSA, Beijing)
Date:2024/03/08 (Fri.)

Zoom Link: https://us02web.zoom.us/j/8926508326
Meeting ID: 892 650 8326

We develop a novel neural network architecture, that learns solutions to the Yang Baxter equation for R matrices of difference form. This method already enables us to learn all solution classes of the 2d Yang Baxter equation. We propose and test paradigms for exploring the landscape of Yang Baxter equation solution space aided by these methods. Further, we shall also comment on the application of these methods to generating new solutions of the Yang Baxter equation. The talk is based on joint work with Suvajit Majumder and Evgeny Sobko available in part in arXiv:2304.07247.