Shenghe Zheng is an incoming Ph.D. student at The Hong Kong University of Science and Technology, supervised by Prof. Jiaya Jia. He received his Master’s degree from Harbin Institute of Technology in 2026, supervised by Prof. Hongzhi Wang. Previously, Shenghe Zheng obtained his Bachelor’s degree from Harbin Institute of Technology in June 2023.
His current research interests lie in Large Language/Multimodal Models, Video Generation, and AI4Science. If you are seeking any form of academic cooperation, please feel free to email at shenghez.zheng@gmail.com.
📖 Educations
🔥 News
📝 Selected Publications
† indicates equal contribution
🎯Large Language/Multimodal Models
ECCV 2026 Unfold The World: Factorize 4D Properties in Reinforcing Spatial Reasoning Yijun Yang†, Shenghe Zheng†, Wenbo Li, Jianhui Liu, Haoze Sun, Yanbing Zhang, Jiaxiu Jiang, Lin Song, Haoyang Huang, Nan Duan, Lei Zhu.
ICLR 2026 SCI-Verifier: Scientific Verifier with Thinking Shenghe Zheng†, Chenyu Huang†, Fangchen Yu, Junchi Yao, Jingqi Ye, Tao Chen, Yun Luo, Ning Ding, Lei Bai, Ganqu Cui, Peng Ye.
NeurIPS 2025 Scaling Physical Reasoning with the PHYSICS Dataset Shenghe Zheng†, Qianjia Cheng†, Junchi Yao†, Mengsong Wu, Haonan He, Ning Ding, Yu Cheng, Shuyue Hu, Lei Bai, Dongzhan Zhou, Ganqu Cui, Peng Ye.
Tech Report P1: Mastering Physics Olympiads with Reinforcement Learning Jiacheng Chen, Qianjia Cheng, Fangchen Yu, Haiyuan Wan, Yuchen Zhang, Shenghe Zheng, Junchi Yao, Qingyang Zhang, Haonan He, Yun Luo, Yufeng Zhao, Futing Wang, Li Sheng, Chengxing Xie, Yuxin Zuo, Yizhuo Li, Wenxauan Zeng, Yulun Wu, Rui Huang, Dongzhan Zhou, Kai Chen, Yu Qiao, Lei Bai, Yu Cheng, Ning Ding, Bowen Zhou, Peng Ye, Ganqu Cui.
Tech Report P1-VL: Bridging Visual Perception and Scientific Reasoning in Physics Olympiads Yun Luo, Futing Wang, Qianjia Cheng, Fangchen Yu, Haodi Lei, Jianhao Yan, Chenxi Li, Jiacheng Chen, Yufeng Zhao, Haiyuan Wan, Yuchen Zhang, Shenghe Zheng, Junchi Yao, Qingyang Zhang, Haonan He, Wenxuan Zeng, Li Sheng, Chengxing Xie, Yuxin Zuo, Yizhuo Li, Yulun Wu, Rui Huang, Dongzhan Zhou, Kai Chen, Yu Qiao, Lei Bai, Yu Cheng, Ning Ding, Bowen Zhou, Peng Ye, Ganqu Cui.
🎯Embodied AI
Tech Report WorldLine: Action-Driven Visual Simulation for Robotic Manipulation Shenghe Zheng, Wenbo Li, Jiyao Zhang, Bin Xia, Haoyang Huang, Nan Duan, Jiaya Jia.
Tech Report ZimaBlue: Evolving Generalizable World Action Models through Scalable Video Pre-training Xionghao Wu, Yijun Yang, Shiyang Zhou, Haoze Sun, Jianhui Liu, Songsong Yu, Jiyao Zhang, Wenbo Li, Bo Wang, Guoqing Ma, Lin Song, Renjie Liao, Shenghe Zheng, Wei Tang, Xiaojuan Qi, Yanwei Li, Yuan Zhang, Zhuotao Tian, Haoyang Huang, Nan Duan.
🎯Video Generation
arXiv 2026 V-Bridge: Bridging Video Generative Priors to Versatile Few-shot Image Restoration Shenghe Zheng, Junpeng Jiang, Wenbo Li.
🎯Efficient AI
EMNLP 2026 (Findings) Decouple and Orthogonalize: A Data-Free Framework for LoRA Merging Shenghe Zheng, Hongzhi Wang, Chenyu Huang, Xiaohui Wang, Tao Chen, Jiayuan Fan, Shuyue Hu, Peng Ye.
CVPR 2026 Findings FREE-Switch: Frequency-based Dynamic LoRA Switch for Style Transfer Shenghe Zheng, Minyu Zhang, Tianhao Liu, Hongzhi Wang.
ICCV 2025 FREE-Merging: Fourier Transform for Model Merging with Lightweight Experts Shenghe Zheng, Hongzhi Wang.
NeurIPS 2024 IntraMix: Intra-Class Mixup Generation for Accurate Labels and Neighbors Shenghe Zheng, Hongzhi Wang, Xianglong Liu.
AAAI 2024 DCLP: Neural Architecture Predictor with Curriculum Contrastive Learning Shenghe Zheng, Hongzhi Wang, Tianyu Mu.
ICDE 2023 AutoTSC: Optimization Algorithm to Automatically Solve the Time Series Classification Problem Tianyu Mu, Hongzhi Wang, Shenghe Zheng.
VLDB 2021 Assassin: an automatic classification system based on algorithm selection Tianyu Mu, Hongzhi Wang, Shenghe Zheng.
🎯AI4Science
CVPR 2026 Dual-Agent Reinforcement Learning for Adaptive and Cost-Aware Visual-Inertial Odometry Feiyang Pan†, Shenghe Zheng†, Chunyan Yin, Guangbin Dou.
NeurIPS 2025 MoE-Gyro: Self-Supervised Over-Range Reconstruction and Denoising for MEMS Gyroscopes Feiyang Pan†, Shenghe Zheng†, Chunyan Yin, Guangbin Dou.
🎖 Honors and Awards
- Outstanding Graduate of Heilongjiang Province2026
- Outstanding Master’s Thesis of Harbin Institute of Technology2026
- Outstanding Student of Heilongjiang Province2026
- Outstanding Student Pacesetter of Harbin Institute of Technology2025
- BYD Scholarship2025
- Shengshengbuxi Scholarship2025
- National Scholarship2024
- Tencent Scholarship2024
- Outstanding Graduate of Harbin Institute of Technology2023
- Outstanding Student of Harbin Institute of Technology2019-2025
- Renmin Scholarship2019-2022
Professional Activities
Reviewer: ICLR, NeurIPS, ICML, AAAI, TNNLS, ECAI