Language models for many-body physics


Carrasquilla Álvarez, J.F. (2023). Language models for many-body physics. Perimeter Institute. https://pirsa.org/23020032


Carrasquilla Álvarez, Juan Felipe. Language models for many-body physics. Perimeter Institute, Feb. 22, 2023, https://pirsa.org/23020032


          @misc{ pirsa_23020032,
            doi = {10.48660/23020032},
            url = {https://pirsa.org/23020032},
            author = {Carrasquilla {\'A}lvarez, Juan Felipe},
            keywords = {Other},
            language = {en},
            title = {Language models for many-body physics},
            publisher = {Perimeter Institute},
            year = {2023},
            month = {feb},
            note = {PIRSA:23020032 see, \url{https://pirsa.org}}

Juan Carrasquilla Vector Institute for Artificial Intelligence

Talk Type Scientific Series


In this talk, I will discuss our work on using models inspired by natural language processing in the realm of many-body physics. Specifically, I will demonstrate their utility in reconstructing quantum states and simulating the real-time dynamics of closed and open quantum systems. Finally, I will show the efficacy of using these models for combinatorial optimization, yielding solutions of exceptional accuracy compared to traditional simulated and simulated quantum annealing methods.

Zoom link:  https://pitp.zoom.us/j/99042603813?pwd=eWl2eC90bXFXVHdJeG9zb3lIQVZKUT09