Physics ∩ ML Seminars |
Events During the Week of June 14th through June 21st, 2020
Monday, June 15th, 2020
- No events scheduled
Tuesday, June 16th, 2020
- No events scheduled
Wednesday, June 17th, 2020
- Deep Learning and Quantum Gravity
- Time: 11:00 am - 12:00 pm
- Place: Please register for this online event:
- Speaker: Koji Hashimoto, Osaka University
- Abstract: Formulating quantum gravity is one of the final goals of fundamental physics. Recent progress in string theory brought a concrete formulation called AdS/CFT correspondence, in which a gravitational spacetime emerges from lower-dimensional non gravitational quantum systems, but we still lack in understanding how the correspondence works. I discuss similarities between the quantum gravity and deep learning architecture, by regarding the neural network as a discretized spacetime. In particular, the questions such as, when, why and how a neural network can be a space or a spacetime, may lead to a novel way to look at machine learning. I implement concretely the AdS/CFT framework into a deep learning architecture, and show the emergence of a curved spacetime as a neural network, from a given teacher data of quantum systems.
- Host: Gary Shiu
Thursday, June 18th, 2020
- No events scheduled
Friday, June 19th, 2020
- No events scheduled