4 papers · 1 filter
DiffCrysGen: A Generative Diffusion Model for Accelerated Design of Inorganic Crystalline Materials
Sourav Mal, Nehad Ahmed, Junaid Jami +2
Efficient exploration of the vast chemical space is a fundamental challenge in materials design and discovery, particularly for designing functional inorganic crystalline materials…
Interfacial Control of both Magnetism and Polarization in a van der Waals Ferromagnet/Ferroelectric Heterostructure
Priyanshu Raj, Sourav Mal, Rana Saha +1
Two-dimensional multiferroic van der Waals heterostructures provide a promising platform for the simultaneous control of distinct ferroic orders, with potential applications in mag…
DiffCrysGen: A Score-Based Diffusion Model for Design of Diverse Inorganic Crystalline Materials
Sourav Mal, Subhankar Mishra, Prasenjit Sen
Crystal structure generation is a foundational challenge in materials discovery, particularly in designing functional inorganic crystalline materials with desired properties. Most…
MagGen: A graph aided deep generative model for inverse design of stable, permanent magnets
Sourav Mal, Gaurav Seal, Prasenjit Sen
A significant development towards inverse design of materials with well-defined target properties is reported. A deep generative model based on variational autoencoder (VAE), condi…