21 citations · 21 across the 1 of their papers we have counts for
3 papers
LLM Meets Diffusion: A Hybrid Framework for Crystal Material Generation
Subhojyoti Khastagir, Kishalay Das, Pawan Goyal +3
Recent advances in generative modeling have shown significant promise in designing novel periodic crystal structures. Existing approaches typically rely on either large language mo…
Periodic Materials Generation using Text-Guided Joint Diffusion Model
Kishalay Das, Subhojyoti Khastagir, Pawan Goyal +3
Equivariant diffusion models have emerged as the prevailing approach for generating novel crystal materials due to their ability to leverage the physical symmetries of periodic mat…
Line Hypergraph Convolution Network: Applying Graph Convolution for Hypergraphs
Sambaran Bandyopadhyay, Kishalay Das, M. Narasimha Murty
Network representation learning and node classification in graphs got significant attention due to the invent of different types graph neural networks. Graph convolution network (G…