SELECTED PUBLICATIONS
Full publication list can be found on Google Scholar.
* indicates equal contribution and ✉ indicates corresponding author.
Books
- Chapter: Generalizing from Limited Resources in the Open World
Jinyang Guo, Yuqing Ma, Yifu Ding, Ruihao Gong, Xingyu Zheng, Changyi He, Yantao Lu,
Xianglong Liu
Communications in Computer and Information Science
[Books]
2024
- Compressing Large Language Models by Joint Sparsification and Quantization
Jinyang Guo, Jianyu Wu, Zining Wang, Jiaheng Liu, Ge Yang, Yifu Ding, Ruihao Gong,
Haotong Qin, Xianglong Liu
Forty-first International Conference on Machine Learning (ICML), 2024.
[Paper]
[Code]
- LTA-PCS: Learnable Task-Agnostic Point Cloud Sampling
Jiaheng Liu, Jianhao Li, Kaisiyuan Wang, Hongcheng Guo, Jian Yang, Junran Peng,
Ke Xu, Xianglong Liu, Jinyang Guo✉
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
[Paper]
- PTQ4SAM: Post-Training Quantization for Segment Anything
Chengtao Lv, Hong Chen, Jinyang Guo✉, Yifu Ding, Xianglong Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
[Paper]
[Code]
- Reg-PTQ: Regression-specialized Post-training Quantization for Fully Quantized
Object Detector
Yifu Ding, Weilun Feng, Chuyan Chen, Jinyang Guo, Xianglong Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
[Paper]
- Fast and Controllable Post-training Sparsity: Learning Optimal Sparsity Allocation
with Global Constraint in Minutes
Ruihao Gong, Yang Yong, Zining Wang, Jinyang Guo, Xiuying Wei, Yuqing Ma, Xianglong Liu
The AAAI Conference on Artificial Intelligence (AAAI),
2024.
[Paper]
- DB-LLM: Accurate Dual-Binarization for Efficient LLMs
Hong Chen, Chengtao Lv, Liang Ding, Haotong Qin, Xiabin Zhou, Yifu Ding, Xuebo Liu, Min Zhang,
Jinyang Guo, Xianglong Liu, Dacheng Tao
Findings of the Association for Computational Linguistics (ACL Findings),
2024.
[Paper]
2023
- Multidimensional Pruning and Its Extension: A Unified Framework for
Model Compression
Jinyang Guo, Dong Xu, and Wanli Ouyang
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023.
[Paper]
- CBANet: Toward Complexity and Bitrate Adaptive Deep Image Compression
Using a Single Network
Jinyang Guo, Dong Xu, and Guo Lu
IEEE Transactions on Image Processing (TIP), 2023.
[Paper]
[Code]
- Outlier Suppression+: Accurate Quantization of Large Language Models by
Equivalent and Optimal Shifting and Scaling
Xiuying Wei, Yunchen Zhang, Yuhang Li, Xiangguo Zhang, Ruihao Gong, Jinyang Guo,
Xianglong Liu
Conference on Empirical Methods in Natural Language Processing (EMNLP),
2023.
[Paper]
[Code]
- Adaptive Contrastive Knowledge Distillation for BERT Compression
Jinyang Guo, Jiaheng Liu, Zining Wang, Yuqing Ma, Ruihao Gong, Ke Xu, Xianglong Liu
Findings of the Association for Computational Linguistics (ACL Findings),
2023.
[Paper]
- Annealing-based Label-transfer Learning for Open World Object Detection
Yuqing Ma, Hainan Li, Zhange Zhang, Jinyang Guo, Shanghang Zhang, Ruihao Gong, Xianglong Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
[Paper]
- Automatic Loss Function Search for Adversarial Unsupervised Domain
Adaptation
Zhen Mei, Peng Ye, Hancheng Ye, Baopu Li, Jinyang Guo, Tao Chen, Wanli Ouyang
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT),
2023.
[Paper]
2022
- APSNet: Toward Adaptive Point Sampling for Efficient 3D Action Recognition
Jiaheng Liu*, Jinyang Guo*, Dong Xu
IEEE Transactions on Image Processing (TIP), 2022.
[Paper]
- 3D-pruning: A Model Compression Framework for Efficient 3D Action Recognition
Jinyang Guo, Jiaheng Liu, Dong Xu
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT),
2022.
[Paper]
- Coupleface: Relation Matters for Face Recognition Distillation
Jiaheng Liu, Haoyu Qin, Yichao Wu, Jinyang Guo, Ding Liang, Ke Xu
European Conference on Computer Vision (ECCV), 2022.
[Paper]
- Geometrymotion-transformer: An End-to-end Framework for 3D Action Recognition
Jiaheng Liu*, Jinyang Guo*, Dong Xu
IEEE Transactions on Multimedia (TMM), 2022.
[Paper]
- Coarse-to-fine Deep Video Coding with Hyperprior-guided Mode Prediction
Zhihao Hu, Guo Lu, Jinyang Guo, Shan Liu, Wei Jiang, Dong Xu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR),
2022.
[Paper]
- Unsupervised Learning of Accurate Siamese Tracking
Qiuhong Shen, Lei Qiao, Jinyang Guo, Peixia Li, Xin Li, Bo Li, Weitao Feng, Weihao Gan,
Wei Wu, Wanli Ouyang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR),
2022.
[Paper]
2020-2021
- JointPruning: Pruning Networks along Multiple Dimensions for Efficient Point
Cloud Processing
Jinyang Guo, Jiaheng Liu, Dong Xu
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT),
2021.
[Paper]
- Transformer3D-Det: Improving 3D Object Detection by Vote Refinement
Lichen Zhao*, Jinyang Guo*, Dong Xu, Lu Sheng
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT),
2021.
[Paper]
- Model Compression using Progressive Channel Pruning
Jinyang Guo, Weichen Zhang, Wanli Ouyang, Dong Xu
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT),
2020.
[Paper]
- Channel Pruning Guided by Classification Loss and Feature Importance
Jinyang Guo, Wanli Ouyang, Dong Xu
The AAAI Conference on Artificial Intelligence (AAAI), 2020.
[Paper]
- Multi-dimensional Pruning: A Unified Framework for Model Compression
Jinyang Guo, Wanli Ouyang, Dong Xu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
[Paper]