Important Info
Dates | May 19-22, 2025 |
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Format | In-Person only |
Location | Santa Fe, New Mexico, US |
Venue | Hotel Santa Fe |
Fee | Students/Postdocs/LANL - $200, General - $350 |
🧪 Registration is now open!
- All poster submissions are welcome until capacity is reached
- If you would like to contribute a talk, please, email organizers with the details
- If you received an invitation, please, proceed with the registration
🌐 Last year we made an impact by running MLCM-24 in a virtual format to allow worldwide connections. In the exit survey, ~60% of participants preferred an in-person format, and we listened!
We are thrilled to announce that MLCM-25 conference will be held in-person in the historic downtown of Santa Fe, the oldest capital in the US.
All talks run sequentially for better immersion.
All relevant codes and references are posted in real-time.
We post and promote job openings from participants.
A high-demand location with rich history, vibrant culture, and unique cuisine.
Technical program
The integration of Machine Learning (ML) techniques into chemistry and materials science has brought about transformative advancements, boosting the pace and precision of predictions. Notable breakthroughs encompass property predictions for materials, the reverse and forward engineering of tailor-made molecules, the creation of transferable interatomic potentials, the formulation of differentiable physics models, intelligent exploration of chemical space, and the rationalization of experimental observations, to name just a few success stories.
Topics
• ML Methods for Exploring Equilibrium and Non-Equilibrium Processes
• Best Practices in Data Collection, Generation and Refinement
• Meta-Learning Models and Heterogeneous Data Sources
• Development of Differentiable Physics Models
• ML-Assisted Material Design and Search
• ML for rational and autonomous experiments
Registration
This is a 4-day in-person, non-profit event primarily sponsored by CNLS and LANL.
We collect a small registration fee to cover organizational expenses.
Registration fee for students/postdocs/LANL employees is $200.
For all other participants (academia, industry, government), the registration fee is $350.
Registration includes refreshments, lunches, evening networking reception and dinner. See PROGRAM for more details. Please, use the REGISTRATION LINK to register.
If you have any questions, please, reach out to us!
Organizers:
Nikita Fedik | LANL T-1/CNLS | nfedik@lanl.gov |
Emily Shinkle | LANL CCS-3 | eshinkle@lanl.gov |
Arnab Neogi | LANL T-4 | aneogi2@lanl.gov |
Organizing Committee:
Ben Nebgen | LANL T-1 |
Kipton Barros | LANL T-1 |
Ying Wai Li | LANL CCS-7 |
Ping Yang | LANL T-1 |
Enrique Batista | LANL CNLS |
Nicholas Lubbers | LANL CCS-3 |
Danny Perez | LANL T-1 |
Sergei Tretiak | LANL T-1/CINT |