Pascal Friederich

MatBind: A Shared Embedding Space for Multimodal Materials Characterization

MatBind is presented, a contrastive learning framework that aligns four materials modalities -- crystal structure, powder X-ray diffraction simulated from structures, density of states, and text -- into a unified embedding space using crystal structure as the central physical anchor and induces alignment between modalities never explicitly paired during training.