Rethinking Residual Errors in Compensation-based LLM Quantization.

Juncan Deng

Shuaiting Li Juncan Deng Kedong Xu Rongtao Deng Hong Gu Minghan Jiang Haibin Shen Kejie Huang Rethinking Residual Errors in Compensation-based LLM Quantization. 2026 April abs/2604.07955 CoRR https://doi.org/10.48550/arXiv.2604.07955 db/journals/corr/corr2604.html#abs-2604-07955 streams/journals/corr

Juncan Deng Shuaiting Li Zeyu Wang 0010 Hong Gu Kedong Xu Kejie Huang VQ4DiT: Efficient Post-Training Vector Quantization for Diffusion Transformers. 16226-16234 2025 AAAI https://doi.org/10.1609/aaai.v39i15.33782 conf/aaai/2025 db/conf/aaai/aaai2025.html#DengLWGXH25 Shuaiting Li Chengxuan Wang Juncan Deng Zeyu Wang 0010 Zewen Ye Zongsheng Wang Haibin Shen Kejie Huang MVQ: Towards Efficient DNN Compression and Acceleration with Masked Vector Quantization. 731-745 2025 ASPLOS (1) https://doi.org/10.1145/3669940.3707268 conf/asplos/2025-1 db/conf/asplos/asplos2025-1.html#LiWDWYWSH25 Shuaiting Li Juncan Deng Chengxuan Wang Kedong Xu Rongtao Deng Hong Gu Haibin Shen Kejie Huang SSVQ: Unleashing the Potential of Vector Quantization with Sign-Splitting. 2025 ICCV 23710-23719 conf/iccv/2025 https://doi.org/10.1109/ICCV51701.2025.02201 db/conf/iccv/iccv2025.html#LiDWXDGSH25 streams/conf/iccv Juncan Deng Shuaiting Li Zeyu Wang 0010 Kedong Xu Hong Gu Kejie Huang ViM-VQ: Efficient Post-Training Vector Quantization for Visual Mamba. 2025 ICCV 24518-24527 conf/iccv/2025 https://doi.org/10.1109/ICCV51701.2025.02273 db/conf/iccv/iccv2025.html#DengLWXGH25 streams/conf/iccv

Shuaiting Li Juncan Deng Chenxuan Wang Kedong Xu Rongtao Deng Hong Gu Haibin Shen Kejie Huang SSVQ: Unleashing the Potential of Vector Quantization with Sign-Splitting. 2025 March abs/2503.08668 CoRR https://doi.org/10.48550/arXiv.2503.08668 db/journals/corr/corr2503.html#abs-2503-08668 streams/journals/corr

Juncan Deng Shuaiting Li Zeyu Wang 0010 Kedong Xu Hong Gu Kejie Huang ViM-VQ: Efficient Post-Training Vector Quantization for Visual Mamba. 2025 March abs/2503.09509 CoRR https://doi.org/10.48550/arXiv.2503.09509 db/journals/corr/corr2503.html#abs-2503-09509 streams/journals/corr

Zeyu Wang 0010 Jingyu Lin Yifei Qian Yi Huang Shicen Tian Bosong Chai Juncan Deng Lan Du 0002 Cunjian Chen Yufei Guo Kejie Huang DiffX: Guide Your Layout to Cross-Modal Generative Modeling. 2024 abs/2407.15488 CoRR https://doi.org/10.48550/arXiv.2407.15488 db/journals/corr/corr2407.html#abs-2407-15488 streams/journals/corr

Juncan Deng Shuaiting Li Zeyu Wang 0010 Hong Gu Kedong Xu Kejie Huang VQ4DiT: Efficient Post-Training Vector Quantization for Diffusion Transformers. 2024 abs/2408.17131 CoRR https://doi.org/10.48550/arXiv.2408.17131 db/journals/corr/corr2408.html#abs-2408-17131 streams/journals/corr

Shuaiting Li Juncan Deng Zeyu Wang 0010 Hong Gu Kedong Xu Haibin Shen Kejie Huang Efficiency Meets Fidelity: A Novel Quantization Framework for Stable Diffusion. 2024 abs/2412.06661 CoRR https://doi.org/10.48550/arXiv.2412.06661 db/journals/corr/corr2412.html#abs-2412-06661 streams/journals/corr

Juncan Deng Shuaiting Li Zeyu Wang 0010 Hong Gu Kedong Xu Kejie Huang VQ4ALL: Efficient Neural Network Representation via a Universal Codebook. 2024 abs/2412.06875 CoRR https://doi.org/10.48550/arXiv.2412.06875 db/journals/corr/corr2412.html#abs-2412-06875 streams/journals/corr

Shuaiting Li Chengxuan Wang Juncan Deng Zeyu Wang 0010 Zewen Ye Zongsheng Wang Haibin Shen Kejie Huang MVQ:Towards Efficient DNN Compression and Acceleration with Masked Vector Quantization. 2024 abs/2412.10261 CoRR https://doi.org/10.48550/arXiv.2412.10261 db/journals/corr/corr2412.html#abs-2412-10261 streams/journals/corr

Rui Fan 0001 Jintao Cheng Yang Yu 0028 Juncan Deng George C. Giakos Ioannis Pitas Long-Awaited Next-Generation Road Damage Detection and Localization System is Finally Here. 641-645 2021 EUSIPCO https://doi.org/10.23919/EUSIPCO54536.2021.9615990 conf/eusipco/2021 db/conf/eusipco/eusipco2021.html#0001C0DGP21 Juncan Deng Jintao Cheng Weibo Cai Yubin Zhou Rui Fan 0001 Kaiqing Luo Property Similarity Line Segment Detector. 1-6 2021 IST https://doi.org/10.1109/IST50367.2021.9651397 conf/ist/2021 db/conf/ist/ist2021.html#DengCCZFL21 Kengdong Lu Jintao Cheng Yubin Zhou Juncan Deng Rui Fan 0001 Kaiqing Luo Robust Edge-Direct Visual Odometry based on CNN edge detection and Shi-Tomasi corner optimization. 1428-1434 2021 ROBIO https://doi.org/10.1109/ROBIO54168.2021.9739291 conf/robio/2021 db/conf/robio/robio2021.html#LuCZDFL21

Kengdong Lu Jintao Cheng Yubin Zhou Juncan Deng Rui Fan 0001 Kaiqing Luo Robust Edge-Direct Visual Odometry based on CNN edge detection and Shi-Tomasi corner optimization. 2021 abs/2110.11064 CoRR https://arxiv.org/abs/2110.11064 db/journals/corr/corr2110.html#abs-2110-11064

Weibo Cai Bosong Chai Cunjian Chen Jintao Cheng Rongtao Deng Lan Du 0002 Rui Fan 0001 George C. Giakos Hong Gu Yufei Guo Kejie Huang Yi Huang Minghan Jiang Shuaiting Li Jingyu Lin Kengdong Lu Kaiqing Luo Ioannis Pitas Yifei Qian Haibin Shen Shicen Tian Chengxuan Wang Chenxuan Wang Zeyu Wang 0010 Zongsheng Wang Kedong Xu Zewen Ye Yang Yu 0028 Yubin Zhou