Guoren Wang

Rethinking Graph Out-Of-Distribution Generalization: A Learnable Random Walk Perspective

When LLMs Encounter Open-world Graph Learning: A Fresh View on Unlabeled Data Uncertainty

Unlocking Graph Structure Learning with Tree-Guided Large Language Models

Toward Protein Docking-oriented De Novo Ligand Design via Gradient Inversion

GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach

NoisyTraj: Robust Trajectory Prediction with Noisy Observations

Entropy-driven Data Knowledge Distillation in Digraph Representation Learning