Shikun Liu

Struc-EMB: The Potential of Structure-Aware Encoding in Language Embeddings

Understanding Graph Self-Supervised Pre-training under Distribution Shifts: A Scaling Law Perspective

Graph-KV: Breaking Sequence via Injecting Structural Biases into Large Language Models

Generalization Principles for Inference over Text-Attributed Graphs with Large Language Models

RoFt-Mol: Benchmarking Robust Fine-tuning with Molecular Graph Foundation Models