About
For centuries, the method of discovery—the fundamental practice of science that scientists use to explain the natural world systematically and logically—has remained largely the same. Artificial intelligence (AI) and machine learning (ML) hold tremendous promise in having an impact on the way scientific discovery is performed today at the fundamental level. However, to realize this promise, we need to identify priorities and outstanding open questions for the cutting edge of AI going forward. We are particularly interested in the following topics:
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Solving grand challenges in structural biology
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Scaling dynamical system modeling to millions of particles
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Visualizing the unimaginable black hole
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Incorporating physical insights to AI methods
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Accelerating drug discovery pipeline
Attendance
We welcome people with diverse background and level of experience to attend our workshop. The attendance is not contingent upon paper submission. Consider to apply for a travel award.
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Invited Talks (In alphabetical order)
Panel: Landing of AI for Science and future of AI for Science in industry
Schedule
08:00 AM – 06:00 PM (Central Time), Dec 2, 2022
Event | Time | |
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Openning Remarks | Organizing Team | 8:00-8:15am |
Invited Talk | Weinan E | 8:15-9:10am |
Invited Talk | Shuiwang Ji | 9:10-10:05am |
Coffee Break | - | 10:05-10:15am |
Invited Talk | Maria Schuld | 10:15-11:10am |
Invited Talk | David Baker | 11:10-12:05pm |
Poster Session | 12:05pm-13:00pm | |
Contributed Talk | DiffDock: Diffusion Steps, Twists, and Turns for Molecular Docking | 13:00-13:10pm |
Contributed Talk | An “interpretable-by-design” neural network to decipher RNA splicing regulatory logic | 13:10-13:20pm |
Contributed Talk | FALCON: Fourier Adaptive Learning and Control for Disturbance Rejection Under Extreme Turbulence | 13:20-13:30pm |
Contributed Talk | Structural Causal Model for Molecular Dynamics Simulation | 13:30-13:40pm |
Contributed Talk | Structure-Inducing Pre-training | 13:40-13:50pm |
Panel Discussion | Panelists: Peter Lee, Sara-Jane Dunn, Arvind Rajpal, Alexander Rives, Matt Welborn Moderator: Max Welling |
13:55-14:55pm |
Coffee Break | - | 14:55-15:10pm |
Invited Talk | Jimeng Sun | 15:10-16:05pm |
Invited Talk | Tess Smidt | 16:05-17:00pm |
Closing Remarks | Organizing Team | 17:00-17:10pm |
Poster Session | 17:10-18:00pm |
Important Dates (Anywhere on Earth)
- Abstract Deadline: Sep 25, 2022
- Submission Deadline: Oct 02, 2022
- Author Notification: Oct 22, 2022
- Travel Award Application: Nov 7st, 2022
- Conference Date: Nov 26 – Dec 4, 2022
- Workshop Date: 08:00 AM – 06:00 PM, Dec 2, 2022
Submissions
Please submit your paper in Openreview. Our workshop is nonarchival, the accepted papers will be posted on our website.
Organizers and Contact
Organizers are in the alphabetical order. For any question, please contact ai4sciencecommunity@gmail.com.