| 2026 | ACL | FinCall-Surprise: A Large Scale Multi-modal Benchmark for Earning Surprise Prediction. | Dong Shu, Yanguang Liu, Huopu Zhang, Mengnan Du |
| 2026 | ACL | FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models. | Dong Shu, Haoyang Yuan, Yuchen Wang, Yanguang Liu, Huopu Zhang, Mengnan Du |
| 2025 | AAAI | Comparative Analysis of Demonstration Selection Algorithms for In-Context Learning in Large Language Models (Student Abstract). | Dong Shu, Mengnan Du |
| 2025 | EMNLP | Beyond Input Activations: Identifying Influential Latents by Gradient Sparse Autoencoders. | Dong Shu, Xuansheng Wu, Haiyan Zhao, Mengnan Du, Ninghao Liu |
| 2025 | EMNLP | A Survey on Sparse Autoencoders: Interpreting the Internal Mechanisms of Large Language Models. | Dong Shu, Xuansheng Wu, Haiyan Zhao, Daking Rai, Ziyu Yao, Ninghao Liu, Mengnan Du |
| 2025 | EMNLP | Large Vision-Language Model Alignment and Misalignment: A Survey Through the Lens of Explainability. | Dong Shu, Haiyan Zhao, Jingyu Hu, Weiru Liu, Ali Payani, Lu Cheng, Mengnan Du |
| 2025 | EMNLP | Improving LLM Reasoning through Interpretable Role-Playing Steering. | Anyi Wang, Dong Shu, Yifan Wang, Yunpu Ma, Mengnan Du |
| 2024 | ACL | The Impact of Reasoning Step Length on Large Language Models. | Mingyu Jin, Qinkai Yu, Dong Shu, Haiyan Zhao, Wenyue Hua, Yanda Meng, Yongfeng Zhang, Mengnan Du |
| 2024 | ACML | Knowledge Graph Large Language Model (KG-LLM) for Link Prediction. | Dong Shu, Tianle Chen, Mingyu Jin, Chong Zhang, Mengnan Du, Yongfeng Zhang |
| 2024 | CIKM | LawLLM: Law Large Language Model for the US Legal System. | Dong Shu, Haoran Zhao, Xukun Liu, David Demeter, Mengnan Du, Yongfeng Zhang |
| 2024 | ECAI | Target-driven Attack for Large Language Models. | Chong Zhang, Mingyu Jin, Dong Shu, Taowen Wang, Dongfang Liu, Xiaobo Jin |
| 2024 | ICANN | ARIF: An Adaptive Attention-Based Cross-Modal Representation Integration Framework. | Chengzhi Liu, Zihong Luo, Yifei Bi, Zile Huang, Dong Shu, Jiheng Hou, Hongchen Wang, Kaiyu Liang |