| 2026 | AAAI | FQ-PETR: Fully Quantized Position Embedding Transformation for Multi-View 3D Object Detection. | Jiangyong Yu, Changyong Shu, Sifan Zhou, Zichen Yu, Xing Hu, Dawei Yang |
| 2026 | AAAI | CompTrack: Information Bottleneck-Guided Low-Rank Dynamic Token Compression for Point Cloud Tracking. | Sifan Zhou, Yichao Cao, Jiahao Nie, Yuqian Fu, Ziyu Zhao, Xiaobo Lu, Shuo Wang |
| 2025 | ACL | GSQ-Tuning: Group-Shared Exponents Integer in Fully Quantized Training for LLMs On-Device Fine-tuning. | Sifan Zhou, Shuo Wang, Zhihang Yuan, Mingjia Shi, Yuzhang Shang, Dawei Yang |
| 2025 | CVPR | Tartan IMU: A Light Foundation Model for Inertial Positioning in Robotics. | Shibo Zhao, Sifan Zhou, Raphael Blanchard, Yuheng Qiu, Wenshan Wang, Sebastian A. Scherer |
| 2025 | CVPR | PillarHist: A Quantization-aware Pillar Feature Encoder based on Height-aware Histogram. | Sifan Zhou, Zhihang Yuan, Dawei Yang, Xing Hu, Jian Qian, Ziyu Zhao |
| 2025 | ICLR | OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitting. | Xing Hu, Yuan Cheng, Dawei Yang, Zhixuan Chen, Zukang Xu, Jiangyong Yu, Chen Xu, Zhihang Yuan, Zhe Jiang, Sifan Zhou |
| 2025 | ICLR | MambaQuant: Quantizing the Mamba Family with Variance Aligned Rotation Methods. | Zukang Xu, Yuxuan Yue, Xing Hu, Dawei Yang, Zhihang Yuan, Zixu Jiang, Zhixuan Chen, Jiangyong Yu, Chen Xu, Sifan Zhou |
| 2025 | ICML | MoEQuant: Enhancing Quantization for Mixture-of-Experts Large Language Models via Expert-Balanced Sampling and Affinity Guidance. | Zhixuan Chen, Xing Hu, Dawei Yang, Zukang Xu, Chen Xu, Zhihang Yuan, Sifan Zhou, Jiangyong Yu |
| 2025 | ICML | RWKVQuant: Quantizing the RWKV Family with Proxy Guided Hybrid of Scalar and Vector Quantization. | Chen Xu, Yuxuan Yue, Zukang Xu, Xing Hu, Jiangyong Yu, Zhixuan Chen, Sifan Zhou, Zhihang Yuan, Dawei Yang |
| 2025 | ICRA | MVCTrack: Boosting 3D Point Cloud Tracking via Multimodal-Guided Virtual Cues. | Zhaofeng Hu, Sifan Zhou, Zhihang Yuan, Dawei Yang, Shibo Zhao, Ci-Jyun Liang |
| 2025 | ICRA | PTQ4RIS: Post-Training Quantization for Referring Image Segmentation. | Xiaoyan Jiang, Hang Yang, Kaiying Zhu, Xihe Qiu, Shibo Zhao, Sifan Zhou |
| 2024 | ECAI | Sub-SA: Strengthen In-Context Learning via Submodular Selective Annotation. | Jian Qian, Miao Sun, Sifan Zhou, Ziyu Zhao, Ruizhi Hun, Patrick Chiang |
| 2024 | ICASSP | LK-UNet: Large Kernel Design for 3D Medical Image Segmentation. | Jiang Shang, Sifan Zhou |
| 2024 | ICLR | LiDAR-PTQ: Post-Training Quantization for Point Cloud 3D Object Detection. | Sifan Zhou, Liang Li, Xinyu Zhang, Bo Zhang, Shipeng Bai, Miao Sun, Ziyu Zhao, Xiaobo Lu, Xiangxiang Chu |
| 2021 | BMVC | 3D Object Tracking with Transformer. | Yubo Cui, Zheng Fang, Jiayao Shan, Zuoxu Gu, Sifan Zhou |
| 2021 | IROS | PTT: Point-Track-Transformer Module for 3D Single Object Tracking in Point Clouds. | Jiayao Shan, Sifan Zhou, Zheng Fang, Yubo Cui |