Over-squashing as Transport Congestion: A Sandpile Dynamics Perspective KDD 2026 (CCF-A)Yang Shi*, Lixian Chen*, Jingchao Wang, Minzhe Guo, Mingxuan Huang, Yanhui Chen, Yifeng Xie, Xuhang Chen, Liangsi Lu.
When Task Performance Deceives: Task-Geometry Decoupling in Learnable-Curvature Hyperbolic GNNs Neural Networks (CCF-B)Lixian Chen, Jingchao Wang, Zhaorong Dai, Hanqian Liu, Danxiang Ai, Yang Shi
Majorization Guided Test-Time Adaptation for Vision-Language Models under Modality-Specific Shift ACM MM 2026 (CCF-A)Lixian Chen, Mingxuan Huang, Yanhui Chen, Junyi Lin, Yang Shi