Publications

Model Agnostic Graph Prompt Learning for Crystal Property Prediction

Latent Diffusion Pretraining for Crystal Property Prediction

LLM Meets Diffusion: A Hybrid Framework for Crystal Material Generation

Periodic Materials Generation using Text-Guided Joint Diffusion Model

CrysMMNet: Multimodal Representation for Crystal Property Prediction

CrysGNN: Distilling Pre-trained Knowledge to Enhance Property Prediction for Crystalline Materials

CrysXPP: An Explainable Property Predictor for Crystalline Material

Hypergraph Attention Isomorphism Network by Learning Line Graph Expansion

Line Hypergraph Convolution Network: Applying Graph Convolution for Hypergraphs