Publications
2021
- Defending against gan-based deepfake attacks via transformation-aware adversarial facesIn 2021 International Joint Conference on Neural Networks (IJCNN), 2021
2020
- Enhancing generalization of wafer defect detection by data discrepancy-aware preprocessing and contrast-varied augmentationIn 2020 25th Asia and South Pacific Design Automation Conference (ASP-DAC), 2020
- Security and Robustness in Neuromorphic Computing and Deep LearningDuke University, 2020
2019
- Thwarting replication attack against memristor-based neuromorphic computing systemIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2019
- Designing neuromorphic computing systems with memristor devicesIn Handbook of Memristor Networks, 2019
- Neuromorphic computing systems: From cmos to emerging nonvolatile memoryIPSJ Transactions on System LSI Design Methodology, 2019
2017
- Generative poisoning attack method against neural networksarXiv preprint arXiv:1703.01340, 2017
- Hybrid spiking-based multi-layered self-learning neuromorphic system based on memristor crossbar arraysIn Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017, 2017
- Nanoscale Memory Architectures for Neuromorphic ComputingIn Security Opportunities in Nano Devices and Emerging Technologies, 2017
2016
- Security of neuromorphic computing: thwarting learning attacks using memristor’s obsolescence effectIn 2016 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2016
- Security of neuromorphic systems: Challenges and solutionsIn 2016 IEEE International Symposium on Circuits and Systems (ISCAS), 2016
- The applications of NVM technology in hardware securityIn Proceedings of the 26th edition on Great Lakes Symposium on VLSI, 2016
- Security challenges in smart surveillance systems and the solutions based on emerging nano-devicesIn 2016 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2016
2015
- A spiking neuromorphic design with resistive crossbarIn 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC), 2015
- An overview on memristor crossabr based neuromorphic circuit and architectureIn 2015 IFIP/IEEE International Conference on Very Large Scale Integration (VLSI-SoC), 2015
- Spiking-based matrix computation by leveraging memristor crossbar arrayIn 2015 IEEE Symposium on Computational Intelligence for Security and Defense Applications (CISDA), 2015