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Vahe Gharakhanyan

2 accepted papers

2025

All-atom Diffusion Transformers: Unified generative modelling of molecules and materials

ICML 2025poster

Diffusion models are the standard toolkit for generative modelling of 3D atomic systems. However, for different types of atomic systems -- such as molecules and materials -- the generative processes are usually highly specific to the target system despite the underlying physics being the same. We in…

2025

UMA: A Family of Universal Models for Atoms

NeurIPS 2025spotlight

The ability to quickly and accurately compute properties from atomic simulations is critical for advancing a large number of applications in chemistry and materials science including drug discovery, energy storage, and semiconductor manufacturing. To address this need, we present a family of Univers…

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