Zhou, Sifan

8 publications

ICLR 2025 MambaQuant: Quantizing the Mamba Family with Variance Aligned Rotation Methods Zukang Xu, Yuxuan Yue, Xing Hu, Dawei Yang, Zhihang Yuan, Zixu Jiang, Zhixuan Chen, JiangyongYu, Xuchen, Sifan Zhou

ICML 2025 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, Xu Chen, Zhihang Yuan, Sifan Zhou, Jiangyong Yu

ICLR 2025 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, JiangyongYu, Xuchen, Zhihang Yuan, Zhe Jiang, Sifan Zhou

CVPR 2025 PillarHist: A Quantization-Aware Pillar Feature Encoder Based on Height-Aware Histogram Sifan Zhou, Zhihang Yuan, Dawei Yang, Xing Hu, Jian Qian, Ziyu Zhao

NeurIPS 2025 Point4Bit: Post Training 4-Bit Quantization for Point Cloud 3D Detection Jianyu Wang, Yu Wang, Shengjie Zhao, Sifan Zhou

ICML 2025 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

CVPR 2025 Tartan IMU: A Light Foundation Model for Inertial Positioning in Robotics Shibo Zhao, Sifan Zhou, Raphael Blanchard, Yuheng Qiu, Wenshan Wang, Sebastian Scherer

ICLR 2024 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