| 2026 | AAAI | Sampling-Free Uncertainty Quantification via Hidden State Dynamics in Language Models. | Yixin Bu, Guanyun Zou, Renzhi Wang, Runze Xia, Cunjun Wang, Hongliang Dai, Xiaoqing Ma, Piji Li |
| 2026 | WWW | ToolBox-RL: Learning to Generalize Tool Use Across Massive Repositories. | Xinyan Shi, Renzhi Wang, Haodong Liu, Piji Li |
| 2025 | AAAI | C2F-TP: A Coarse-to-Fine Denoising Framework for Uncertainty-Aware Trajectory Prediction. | Zichen Wang, Hao Miao, Senzhang Wang, Renzhi Wang, Jianxin Wang, Jian Zhang |
| 2025 | CogSci | Improving Brain-to-Image Reconstruction via Fine-Grained Text Bridging. | Runze Xia, Shuo Feng, Renzhi Wang, Congchi Yin, Xuyun Wen, Piji Li |
| 2024 | ACL | Semantic are Beacons: A Semantic Perspective for Unveiling Parameter-Efficient Fine-Tuning in Knowledge Learning. | Renzhi Wang, Piji Li |
| 2024 | EMNLP | LEMoE: Advanced Mixture of Experts Adaptor for Lifelong Model Editing of Large Language Models. | Renzhi Wang, Piji Li |
| 2024 | IJCAI | SaSDim: Self-Adaptive Noise Scaling Diffusion Model for Spatial Time Series Imputation. | Shunyang Zhang, Senzhang Wang, Xianzhen Tan, Renzhi Wang, Ruochen Liu, Jian Zhang, Jianxin Wang |
| 2023 | AAAI | WSiP: Wave Superposition Inspired Pooling for Dynamic Interactions-Aware Trajectory Prediction. | Renzhi Wang, Senzhang Wang, Hao Yan, Xiang Wang |
| 2023 | EMNLP | InfoDiffusion: Information Entropy Aware Diffusion Process for Non-Autoregressive Text Generation. | Renzhi Wang, Jing Li, Piji Li |
| 2023 | ISSRE | When Simulator Meets Natural Deviation: A Study on Deviations in Simulation-based ADS Testing. | Renzhi Wang, Zhijie Wang, Yuheng Huang, Lei Ma |
| 2022 | MICCAI | Ideal Midsagittal Plane Detection Using Deep Hough Plane Network for Brain Surgical Planning. | Chenchen Qin, Wenxue Zhou, Jianbo Chang, Yihao Chen, Dasheng Wu, Yixun Liu, Ming Feng, Renzhi Wang, Wenming Yang, Jianhua Yao |
| 2021 | MICCAI | 3D Brain Midline Delineation for Hematoma Patients. | Chenchen Qin, Haoming Li, Yixun Liu, Hong Shang, Hanqi Pei, Xiaoning Wang, Yihao Chen, Jianbo Chang, Ming Feng, Renzhi Wang, Jianhua Yao |