Shichang Zhang

Conference Publications

1. Laplacian Score Benefit Adaptive Filter Selection for Graph Neural Networks (SDM 2024)
   Yewen Wang, Shichang Zhang, Junghoo Cho, Yizhou Sun

2. Linkless Link Prediction via Relational Distillation (ICML 2023)
   Zhichun Guo, William Shiao, Shichang Zhang, Yozen Liu, Nitesh Chawla, Neil Shah, Tong Zhao [PDF][code]

3. PaGE-Link: Graph Neural Network Explanation for Heterogeneous Link Prediction (WWW 2023)
   Shichang Zhang, Jiani Zhang, Xiang Song, Soji Adeshina, Da Zheng, Christos Faloutsos, Yizhou Sun. [PDF][code]

4. GStarX: Explaining Graph Neural Networks with Structure-Aware Cooperative Games (NeurIPS 2022)
   Shichang Zhang, Neil Shah, Yozen Liu, Yizhou Sun [PDF] [code]

5. Graph-less Neural Networks, Teach Old MLPs New Tricks via Distillation (ICLR 2022)
   Shichang Zhang, Yozen Liu, Yizhou Sun, Neil Shah [PDF] [code]

6. Graph Condensation for Graph Neural Networks (ICLR 2022)
   Wei Jin, Lingxiao Zhao, Shichang Zhang, Yozen Liu, Jiliang Tang, Neil Shah [PDF] [code]

Journal Publications

1. Motif-driven Contrastive Learning of Graph Representations (TKDE)
   Shichang Zhang*, Ziniu Hu*, Arjun Subramonian, Yizhou Sun (*equal contribution) [PDF]

Workshop Papers and Pre-prints

1. Explainable Molecular Concept Learning with Large Language Models (XAI4Sci@AAAI 2024)
   Qianli Wu*, Shichang Zhang*, Botao Xia, Zimin Zhang, Fang Sun, Ziniu Hu, Yizhou Sun (*equal contribution)

2. Predicting and Interpreting Energy Barriers of Metallic Glasses with Graph Neural Networks (AI4Mat@NeurIPS 2023)
   Haoyu Li*, Shichang Zhang*, Longwen Tang, Mathieu Bauchy, Yizhou Sun (*equal contribution) [PDF]

3. SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models (MATH-AI@NeurIPS 2023)
   Xiaoxuan Wang, Ziniu Hu, Pan Lu, Yanqiao Zhu, Jieyu Zhang, Satyen Subramaniam, Arjun R Loomba, Shichang Zhang, Yizhou Sun, Wei Wang [PDF] [code]
   

4. A Survey on Graph Neural Network Acceleration: Algorithms, Systems, and Customized Hardware (pre-print)
   Shichang Zhang, Atefeh Sohrabizadeh, Cheng Wan, Zijie Huang, Ziniu Hu, Yewen Wang, Yingyan (Celine) Lin, Jason Cong, Yizhou Sun [PDF]