Category-free Out-of-Distribution Node Detection with Feature Resonance - Shenzhi Yang; Junbo Zhao; Shouqing Yang; Yixuan Li; Dingyu Yang; Xiaofang Zhang; Haobo Wang (CoRR, 2025)

FastGAT: Simple and Efficient Graph Attention Neural Network with Global-Aware Adaptive Computational Node Attention - Shenzhi Yang; Li Zhang; Xiaofang Zhang (IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2024, Seoul, Republic of Korea, April 14-19, 2024, 2024)

Bounded and Uniform Energy-based Out-of-distribution Detection for Graphs - Shenzhi Yang; Bin Liang; An Liu; Lin Gui; Xingkai Yao; Xiaofang Zhang (Forty-first International Conference on Machine Learning, ICML 2024, Vienna, Austria, July 21-27, 2024, 2024)

Enhancing In-Context Learning Performance with just SVD-Based Weight Pruning: A Theoretical Perspective - Xinhao Yao; Xiaolin Hu; Shenzhi Yang; Yong Liu (Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, NeurIPS 2024, Vancouver, BC, Canada, December 10 - 15, 2024, 2024)

Enhancing In-Context Learning Performance with just SVD-Based Weight Pruning: A Theoretical Perspective - Xinhao Yao; Xiaolin Hu; Shenzhi Yang; Yong Liu (CoRR, 2024)

Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance - Yaxi Lu; Shenzhi Yang; Cheng Qian; Guirong Chen; Qinyu Luo; Yesai Wu; Huadong Wang; Xin Cong; Zhong Zhang; Yankai Lin; Weiwen Liu; Yasheng Wang; et al. (CoRR, 2024)