A Block-Based Adaptive Decoupling Framework for Graph Neural Networks. - Xu Shen 002; Yuyang Zhang; Yu Xie; Ka-Chun Wong; Chengbin Peng (Entropy, 2022)

Optimizing OOD Detection in Molecular Graphs: A Novel Approach with Diffusion Models. - Xu Shen 002; Yili Wang 004; Kaixiong Zhou; Shirui Pan; Xin Wang 035 (KDD, 2024)

Adaptive multi-scale Graph Neural Architecture Search framework. - Lintao Yang; Pietro Liò; Xu Shen 002; Yuyang Zhang; Chengbin Peng (Neurocomputing, 2024)

Graph Rewiring and Preprocessing for Graph Neural Networks Based on Effective Resistance. - Xu Shen 002; Pietro Liò; Lintao Yang; Ru Yuan; Yuyang Zhang; Chengbin Peng (IEEE Trans. Knowl. Data Eng., 2024)

Unifying Unsupervised Graph-Level Anomaly Detection and Out-of-Distribution Detection: A Benchmark. - Yili Wang 004; Yixin Liu 001; Xu Shen 002; Chenyu Li; Rui Miao 003; Kaize Ding; Ying Wang 009; Shirui Pan; Xin Wang 035 (ICLR, 2025)

Directed Link Prediction Using GNN With Local and Global Feature Fusion. - Yuyang Zhang; Xu Shen 002; Yu Xie; Ka-Chun Wong; Weidun Xie; Chengbin Peng (IEEE Trans. Netw. Sci. Eng., 2025)

Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space. - Xin He 003; Yili Wang 004; Wenqi Fan; Xu Shen 002; Xin Juan; Rui Miao 003; Xin Wang 035 (CoRR, 2025)

Raising the Bar in Graph OOD Generalization: Invariant Learning Beyond Explicit Environment Modeling. - Xu Shen 002; Yixin Liu 001; Yili Wang 004; Rui Miao 003; Yiwei Dai; Shirui Pan; Xin Wang 035 (CoRR, 2025)

Latte: Transfering LLMs' Latent-level Knowledge for Few-shot Tabular Learning. - Ruxue Shi; Hengrui Gu 002; Hangting Ye; Yiwei Dai; Xu Shen 002; Xin Wang 035 (CoRR, 2025)

Harnessing LLMs Explanations to Boost Surrogate Models in Tabular Data Classification. - Ruxue Shi; Hengrui Gu 002; Xu Shen 002; Xin Wang 035 (CoRR, 2025)

Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems. - Xu Shen 002; Yixin Liu 001; Yiwei Dai; Yili Wang 004; Rui Miao 003; Yue Tan; Shirui Pan; Xin Wang 035 (CoRR, 2025)