2025

• Guan, Zhi-Qian; Liu, Jing; He, Zhenli; Miao, Shengfa; Liu, Di. (2025) Input-Aware Slowdown Backdoor Attack on Dynamic Neural Networks. Journal of Circuits, Systems and Computers
  Vitenskapelig artikkel
• Duan, Biqing; Wang, Qing; Liu, Di; Zhou, Wei; He, Zhenli; Miao, Shengfa. (2025) LODAP: On-device incremental learning via lightweight operations and data pruning. Journal of systems architecture
  Vitenskapelig artikkel
• Gong, Qianying; Duan, Biqing; Miao, Shengfa; He, Zhenli; Liu, Di. (2025) Software-Hardware Exploration of Early-Exit Neural Networks on Edge Accelerators. IEEE Embedded Systems Letters (ESL)
  Vitenskapelig artikkel

2024

• Ahmed, Sadaqa,; Liu, Di. (2024) NTNU Open: Compressing CNN models for resource-constrained systems by channel and layer pruning. NTNU Norges teknisk-naturvitenskapelige universitet NTNU Norges teknisk-naturvitenskapelige universitet
  Mastergradsoppgave
• Luo, Xiangzhong; Liu, Di; Kong, Hao; Huai, Shuo; Xiong, Guochu; Liu, Weichen. (2024) Domino-Pro-Max: Toward Efficient Network Simplification and Reparameterization for Embedded Hardware Systems. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
  Vitenskapelig artikkel
• Yu, Mingfang; Sun, Ying; Ma, Ruichen; Mu, Hailing; Liu, Di; Li, Zheng. (2024) YNU Flower: A market-oriented benchmark dataset for flower classification. Scientia Horticulturae
  Vitenskapelig artikkel
• Luo, Xiangzhong; Liu, Di; Kong, Hao; Huai, Shuo; Chen, Hui; Xiong, Guochu. (2024) Efficient Deep Learning Infrastructures for Embedded Computing Systems: A Comprehensive Survey and Future Envision. ACM Transactions on Embedded Computing Systems
  Vitenskapelig artikkel

2023

• Huai, Shuo; Kong, Hao; Luo, Xiangzhong; Liu, Di; Subramaniam, Ravi; Makaya, Christian. (2023) On Hardware-Aware Design and Optimization of Edge Intelligence. IEEE design & test
  Vitenskapelig artikkel
• Li, Shiqing; Liu, Di; Liu, Weichen LiuDi. (2023) Efficient FPGA-Based Sparse Matrix-Vector Multiplication With Data Reuse-Aware Compression. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
  Vitenskapelig artikkel
• He, Zhenli; Xu, Yanan; Liu, Di; Zhou, Wei; Li, Keqin. (2023) Energy-efficient computation offloading strategy with task priority in cloud assisted multi-access edge computing. Future Generation Computer Systems
  Vitenskapelig artikkel
• Ma, Ye-Da; Zhao, Zhi-Chao; Liu, Di; He, Zhenli; Zhou, Wei. (2023) OCAP: On-device Class-Aware Pruning for personalized edge DNN models. Journal of systems architecture
  Vitenskapelig artikkel
• Kong, Hao; Liu, Di; Huai, Shuo; Luo, Xiangzhong; Subramaniam, Ravi; Makaya, Christian. (2023) EdgeCompress: Coupling Multidimensional Model Compression and Dynamic Inference for EdgeAI. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
  Vitenskapelig artikkel
• Zhang, Zhi-Yuan; Ren, Hao; He, Zhenli; Zhou, Wei; Liu, Di. (2023) Improving robustness of convolutional neural networks using element-wise activation scaling. Future Generation Computer Systems
  Vitenskapelig artikkel

2022

• Huai, Shuo; Liu, Di; Kong, Hao; Liu, Weichen; Subramaniam, Ravi; Makaya, Christian. (2022) Latency-constrained DNN architecture learning for edge systems using zerorized batch normalization. Future Generation Computer Systems
  Vitenskapelig artikkel