| 2026 | ACL | HiSVD: Principled Low-Rank Approximation of LLMs via Hierarchical Modeling of Information Capacity and Spectral Structure. | Zhuo Chen, Minghao Li, Xiaoqian Ma, Siqi Fan, Xiusheng Huang, Liujie Zhang, Weihang Chen |
| 2026 | ACL | If an LLM Were a Character, Would It Know Its Own Story? Evaluating Lifelong Learning in LLMs. | Siqi Fan, Xiusheng Huang, Yiqun Yao, Xuezhi Fang, Kang Liu, Peng Han, Shuo Shang, Aixin Sun, Yequan Wang |
| 2025 | AAAI | End-to-End Autonomous Driving Through V2X Cooperation. | Haibao Yu, Wenxian Yang, Jiaru Zhong, Zhenwei Yang, Siqi Fan, Ping Luo, Zaiqing Nie |
| 2025 | ACL | Position-Aware Depth Decay Decoding (D³): Boosting Large Language Model Inference Efficiency. | Siqi Fan, Xuezhi Fang, Xingrun Xing, Peng Han, Shuo Shang, Yequan Wang |
| 2025 | ACL | Exploiting Contextual Knowledge in LLMs through V-usable Information based Layer Enhancement. | Xiaowei Yuan, Zhao Yang, Ziyang Huang, Yequan Wang, Siqi Fan, Yiming Ju, Jun Zhao, Kang Liu |
| 2025 | ICCV | Research Challenges and Progress in the End-to-End V2X Cooperative Autonomous Driving Competition. | Ruiyang Hao, Haibao Yu, Jiaru Zhong, Chuanye Wang, Jiahao Wang, Yiming Kan, Wenxian Yang, Siqi Fan, Huilin Yin, Jianing Qiu, Yao Mu, Jiankai Sun, Li Chen, Walter Zimmer, Dandan Zhang, Shanghang Zhang, Mac Schwager, Ping Luo, Zaiqing Nie |
| 2025 | IJCAI | Not All Layers of LLMs Are Necessary During Inference. | Siqi Fan, Xin Jiang, Xiang Li, Xuying Meng, Peng Han, Shuo Shang, Aixin Sun, Yequan Wang |
| 2025 | ICRA | IROAM: Improving Roadside Monocular 3D Object Detection Learning from Autonomous Vehicle Data Domain. | Zhe Wang, Xiaoliang Huo, Siqi Fan, Jingjing Liu, Ya-Qin Zhang, Yan Wang |
| 2024 | ACSSC | Second-Order Analysis of CSMA Protocols for Age-of-Information Minimization. | Siqi Fan, I-Hong Hou |
| 2024 | CVPR | RCooper: A Real-world Large-scale Dataset for Roadside Cooperative Perception. | Ruiyang Hao, Siqi Fan, Yingru Dai, Zhenlin Zhang, Chenxi Li, Yuntian Wang, Haibao Yu, Wenxian Yang, Jirui Yuan, Zaiqing Nie |
| 2024 | EMNLP | Mitigating Training Imbalance in LLM Fine-Tuning via Selective Parameter Merging. | Yiming Ju, Ziyi Ni, Xingrun Xing, Zhixiong Zeng, Hanyu Zhao, Siqi Fan, Zheng Zhang |
| 2024 | HCI | XR Empowers a New City Landmark in Qingdao: Hi Metaverse. | Jing Liang, Siqi Fan, Fan Chen |
| 2024 | ICML | SpikeLM: Towards General Spike-Driven Language Modeling via Elastic Bi-Spiking Mechanisms. | Xingrun Xing, Zheng Zhang, Ziyi Ni, Shitao Xiao, Yiming Ju, Siqi Fan, Yequan Wang, Jiajun Zhang, Guoqi Li |
| 2024 | ICRA | QUEST: Query Stream for Practical Cooperative Perception. | Siqi Fan, Haibao Yu, Wenxian Yang, Jirui Yuan, Zaiqing Nie |
| 2024 | ICRA | EMIFF: Enhanced Multi-scale Image Feature Fusion for Vehicle-Infrastructure Cooperative 3D Object Detection. | Zhe Wang, Siqi Fan, Xiaoliang Huo, Tongda Xu, Yan Wang, Jingjing Liu, Yilun Chen, Ya-Qin Zhang |
| 2023 | INFOCOM | Dynamic Regret of Randomized Online Service Caching in Edge Computing. | Siqi Fan, I-Hong Hou, Van Sy Mai |
| 2023 | IROS | Calibration-Free BEV Representation for Infrastructure Perception. | Siqi Fan, Zhe Wang, Xiaoliang Huo, Yan Wang, Jingjing Liu |
| 2023 | ISIT | Minimizing Moments of AoI for Both Active and Passive Users through Second-Order Analysis. | Siqi Fan, Yuxin Zhong, I-Hong Hou, Clement Kam |
| 2023 | WWW | EmpMFF: A Multi-factor Sequence Fusion Framework for Empathetic Response Generation. | Xiaobing Pang, Yequan Wang, Siqi Fan, Lisi Chen, Shuo Shang, Peng Han |
| 2022 | IJCAI | Interactive Information Extraction by Semantic Information Graph. | Siqi Fan, Yequan Wang, Jing Li, Zheng Zhang, Shuo Shang, Peng Han |
| 2021 | CVPR | SCF-Net: Learning Spatial Contextual Features for Large-Scale Point Cloud Segmentation. | Siqi Fan, Qiulei Dong, Fenghua Zhu, Yisheng Lv, Peijun Ye, Fei-Yue Wang |