Generative modeling
Molecules, crystals, pathways, and mechanisms.
Winter workshop / MRS Fall Meeting week
A focused day on models that generate, simulate, reason, and close the loop with experiment.
01 / About
AI4MC '26 brings together materials scientists, chemists, physicists, experimentalists, and machine-learning researchers to ask what it takes to move from capable models to reliable scientific systems.
Molecules, crystals, pathways, and mechanisms.
Learning across physical scales.
Closing the theory-experiment loop.
From virtual candidates to useful matter.
Electrons, energy, and reactivity.
Experiments and simulation at many scales.
02 / Program
Seven invited talks, six contributed spotlights, one poster session, and one candid panel. All times are Eastern and tentative.
03 / People
Perspectives spanning generative modeling, simulation, electronic structure, experiment, and research systems.

MIT & Lila Sciences

Harvard University
Microsoft Research

Argonne National Laboratory

HKUST

Cornell University

Microsoft Research
04 / Registration & call for abstracts
Open through November 19
Registration is free, but required to gain access to the workshop in the building. Use one short form to register and, if you wish to present, submit an abstract for an oral presentation, a poster, or both.
Registration and abstract submission deadline: November 19, 2026 at 6:00 PM ET.
Register or submit an abstract05 / Visit
One Memorial Drive, Cambridge, Massachusetts
06 / Organizers
MIT
MIT
Microsoft Research
MIT
MIT
MIT
To be announced