3 papers
cond-mat.supr-con2025
Guided Diffusion for the Discovery of New Superconductors
Pawan Prakash, Jason B. Gibson, Zhongwei Li +13
The inverse design of materials with specific desired properties, such as high-temperature superconductivity, represents a formidable challenge in materials science due to the vast…
cond-mat.supr-con2025
Developing a Complete AI-Accelerated Workflow for Superconductor Discovery
Jason B. Gibson, Ajinkya C. Hire, Pawan Prakash +8
The quest to identify new superconducting materials with enhanced properties is hindered by the prohibitive cost of computing electron-phonon spectral functions, severely limiting…
cond-mat.dis-nn2025
Discovery of Spin-Crossover Candidates with Equivariant Graph Neural Networks and Relevance-Based Classification
Angel Albavera-Mata, Pawan Prakash, Jason B. Gibson +7
Swift discovery of spin-crossover materials for their potential application in quantum information devices requires techniques which enable efficient identification of suitably bis…