Why There Is No AlphaFold Equivalent for Materials Science — Challenges in AI for Materials Discovery

Summary

Latent Space published a podcast episode featuring Heather Kulik, an MIT professor working at the intersection of AI and materials science, discussing why the materials discovery domain has not yet produced a breakthrough equivalent to AlphaFold in protein structure prediction. The conversation explores the fundamental differences between biological protein folding and materials science that make the latter a harder problem for AI — including the vastly larger combinatorial design space, the het