Koji Hashimoto - On the interpretability of neural network solutions of PDEs in theoretical physics
Recorded 18 September 2026. Koji Hashimoto of Kyoto University presents "On the interpretability of neural network solutions of PDEs in theoretical physics" at IPAM's PDEs: Verification, Mathematics, and Algorithms in the Age of AI workshop.Abstract: I report the tension between the interpretability and the solvability of neural network applications of physics differential equations. From my viewpoint as the director of Machine Learning Physics (MLPhys) Initiative in Japan, I study the necessity of the interpretability of neural networks in various fields in theoretical physics such as condensed matter physics, lattice QCD and gravitational physics. This is based on a summary discussion of MLPhys International Conference 2026 which was held in Okinawa, Japan in July 2026.
Learn more online at: https://www.ipam.ucla.edu/programs/workshops/pdes-verification-mathematics-and-algorithms-in-the-age-of-ai/?tab=overview Receive SMS online on sms24.me
TubeReader video aggregator is a website that collects and organizes online videos from the YouTube source. Video aggregation is done for different purposes, and TubeReader take different approaches to achieve their purpose.
Our try to collect videos of high quality or interest for visitors to view; the collection may be made by editors or may be based on community votes.
Another method is to base the collection on those videos most viewed, either at the aggregator site or at various popular video hosting sites.
TubeReader site exists to allow users to collect their own sets of videos, for personal use as well as for browsing and viewing by others; TubeReader can develop online communities around video sharing.
Our site allow users to create a personalized video playlist, for personal use as well as for browsing and viewing by others.
@YouTubeReaderBot allows you to subscribe to Youtube channels.
By using @YouTubeReaderBot Bot you agree with YouTube Terms of Service.
Use the @YouTubeReaderBot telegram bot to be the first to be notified when new videos are released on your favorite channels.
Look for new videos or channels and share them with your friends.
You can start using our bot from this video, subscribe now to Koji Hashimoto - On the interpretability of neural network solutions of PDEs in theoretical physics
What is YouTube?
YouTube is a free video sharing website that makes it easy to watch online videos. You can even create and upload your own videos to share with others. Originally created in 2005, YouTube is now one of the most popular sites on the Web, with visitors watching around 6 billion hours of video every month.
