Residual network with detail perception loss for single image super-resolution. - Zhijie Wen; Jiawei Guan; Tieyong Zeng; Ying Li 028 (Comput. Vis. Image Underst., 2020)

TREC: Transient Redundancy Elimination-based Convolution. - Jiawei Guan; Feng Zhang 007; Jiesong Liu; Hsin-Hsuan Sung; Ruofan Wu; Xiaoyong Du 001; Xipeng Shen (NeurIPS, 2022)

DREW: Efficient Winograd CNN Inference with Deep Reuse. - Ruofan Wu; Feng Zhang 007; Jiawei Guan; Zhen Zheng; Xiaoyong Du 001; Xipeng Shen (WWW, 2022)

Space-Efficient TREC for Enabling Deep Learning on Microcontrollers. - Jiesong Liu; Feng Zhang 007; Jiawei Guan; Hsin-Hsuan Sung; Xiaoguang Guo; Xiaoyong Du 001; Xipeng Shen (ASPLOS (3), 2023)

CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression. - Zheng Chen 001; Feng Zhang 007; Jiawei Guan; Jidong Zhai; Xipeng Shen; Huanchen Zhang; Wentong Shu; Xiaoyong Du 001 (Proc. ACM Manag. Data, 2023)

Expanding the Edge: Enabling Efficient Winograd CNN Inference With Deep Reuse on Edge Device. - Feng Zhang 007; Ruofan Wu; Jiawei Guan; Zhen Zheng; Xiaoguang Guo; Xiao Zhang 001; Xiaoyong Du 001; Xipeng Shen (IEEE Trans. Knowl. Data Eng., 2023)

Homomorphic Compression: Making Text Processing on Compression Unlimited. - Jiawei Guan; Feng Zhang 007; Siqi Ma; Kuangyu Chen; Yihua Hu; Yuxing Chen; Anqun Pan; Xiaoyong Du 001 (Proc. ACM Manag. Data, 2023)

UQ-Guided Hyperparameter Optimization for Iterative Learners. - Jiesong Liu; Feng Zhang 007; Jiawei Guan; Xipeng Shen (NeurIPS, 2024)

Improving Graph Compression for Efficient Resource-Constrained Graph Analytics. - Qian Xu; Juan Yang 018; Feng Zhang 007; Zheng Chen 001; Jiawei Guan; Kang Chen; Ju Fan; Youren Shen; Ke Yang; Yu Zhang 027; Xiaoyong Du 001 (Proc. VLDB Endow., 2024)

HocoPG: A Database System with Homomorphic Compression for Text Processing. - Jiawei Guan; Feng Zhang 007; Yuxin Tang; Weitang Ye; Xiaoyong Du 001 (Proc. VLDB Endow., 2024)

Enabling Efficient Deep Learning on MCU With Transient Redundancy Elimination. - Jiesong Liu; Feng Zhang 007; Jiawei Guan; Hsin-Hsuan Sung; Xiaoguang Guo; Saiqin Long; Xiaoyong Du 001; Xipeng Shen (IEEE Trans. Computers, 2024)

Breaking the Edge: Enabling Efficient Neural Network Inference on Integrated Edge Devices. - Feng Zhang 007; Chenyang Zhang 005; Jiawei Guan; Qiangjun Zhou; Kuangyu Chen; Xiao Zhang 001; Bingsheng He; Jidong Zhai; Xiaoyong Du 001 (IEEE Trans. Cloud Comput., 2025)

A Systematic Study on Early Stopping Metrics in HPO and the Implications of Uncertainty. - Jiawei Guan; Feng Zhang 007; Jiesong Liu; Xiaoyong Du 001; Xipeng Shen (Proc. VLDB Endow., 2025)