| 2026 | KSEM | Dynamic Elastic Weight Consolidation for Continual Learning in Spiking Neural Networks. | Junxiu Liu, Puyang Li, Qiang Fu, Yuling Luo, Sheng Qin, Xue Ouyang |
| 2026 | KSEM | Deep Learning Networks Based on Fusion Model for EEG-fNIRS Multimodal Learning Confusion in Online Class. | Junxiu Liu, Jin Zeng, Xue Ouyang, Qiang Fu, Sheng Qin, Yuling Luo |
| 2026 | SACMAT | An Adaptive Image Reversible Data Hiding Scheme based on Differential Evolution. | Yuling Luo, Yeqing Xiong, Qiang Fu, Junxiu Liu, Sheng Qin, Xue Ouyang |
| 2025 | ICICS | Privacy-Preserving Framework for k-Modes Clustering Based on Personalized Local Differential Privacy. | Yuling Luo, Zhangrui Wang, Xue Ouyang, Siyuan Zu, Qiang Fu, Sheng Qin, Junxiu Liu |
| 2025 | TrustCom | Compacting Side-Channel Measurements With Peak-Anchor-Based Alignment. | Yuling Luo, Minjiao Pei, Shunsheng Zhang, Xue Ouyang, Qiang Fu, Sheng Qin, Junxiu Liu |
| 2024 | IJCNN | A watermark-based framework to actively protect deep neural networks. | Yuling Luo, Yuanze Li, Shunsheng Zhang, Junxiu Liu, Sheng Qin |
| 2023 | IJCCI | Feature Extraction Methods for Neural Networks in the Classification of Structural Health Anomalies. | Natasha Hamilton, Jim Harkin, Liam McDaid, Junxiu Liu, Eoghan Furey |
| 2022 | GECCO | De-redundancy in a random boolean network using knockout. | Junxiu Liu, Jufang Dai, Min Su, Shunsheng Zhang, Yifan Hua, Yanhu Wang, Haiping Shu |
| 2022 | HPCC | Efficient PCA-based image compression via secure outsourcing edge cloud. | Yuling Luo, Shiqi Zhang, Shunsheng Zhang, Junxiu Liu, Ce Liang, Su Yang |
| 2022 | ICA3PP | Efficient-Secure k-means Clustering Guaranteeing Personalized Local Differential Privacy. | Yuling Luo, Zhangrui Wang, Shunsheng Zhang, Junxiu Liu |
| 2022 | IJCNN | Covid-19 Diagnosis via Voice Using Online Sequential Extreme Learning Machine. | Ling Xiong, Junxiu Liu, Min Su, Shunsheng Zhang, Guopei Wu, Haiping Shu, Bingxiong Jiang |
| 2021 | HPCC | High Speed True Random Number Generator Controlled by Logistic Map. | Yuling Luo, Shuming Han, Shunsheng Zhang, Yanhu Wang, Junxiu Liu |
| 2020 | DATE | AstroByte: Multi-FPGA Architecture for Accelerated Simulations of Spiking Astrocyte Neural Networks. | Shvan Karim, Jim Harkin, Liam McDaid, Bryan Gardiner, Junxiu Liu |
| 2020 | HPCC | Multi-Ring on-Chip Interconnected Architecture for Spiking Neural Network Hardware Implementations. | Junxiu Liu, Dong Jiang, Yuling Luo, Senhui Qiu |
| 2020 | ICONIP | Automatic Segmentation and Diagnosis of Intervertebral Discs Based on Deep Neural Networks. | Xiuhao Liang, Junxiu Liu, Yuling Luo, Guopei Wu, Shunsheng Zhang, Senhui Qiu |
| 2020 | ICONIP | Sensor Drift Compensation Using Robust Classification Method. | Guopei Wu, Junxiu Liu, Yuling Luo, Senhui Qiu |
| 2020 | ISCAS | Exploring Spiking Neural Networks for Prediction of Traffic Congestion in Networks-on-Chip. | Aqib Javed, Jim Harkin, Liam McDaid, Junxiu Liu |
| 2020 | TrustCom | Cryptanalysis of a Chaos-based Block Cryptosystem Using Multiple Samples Correlation Power Analysis. | Shunsheng Zhang, Yuling Luo, Lvchen Cao, Junxiu Liu |
| 2020 | SecureComm | A Robust Watermarking Scheme with High Security and Low Computational Complexity. | Liangjia Li, Yuling Luo, Junxiu Liu, Senhui Qiu, Lanhang Li |
| 2019 | HPCC | Hash Hardware Generator Based on Mutual Perturbed Logistic Map. | Yuling Luo, Shuming Han, Junxiu Liu, Zhewei Liang, Su Yang |
| 2019 | HPCC | A Colour Image Encryption Using Genetic Operators and Generalized Henon Chaotic Mapping. | Yuling Luo, Xue Ouyang, Junxiu Liu, Lvchen Cao |
| 2019 | HPCC | A Block Cryptographic Algorithm for Wireless Sensor Networks Based on Hybrid Chaotic Map. | Yuling Luo, Lieyang Yao, Junxiu Liu, Dezheng Zhang, Lvchen Cao |
| 2019 | ICANN | Multi-objective Spiking Neural Network Hardware Mapping Based on Immune Genetic Algorithm. | Junxiu Liu, Xingyue Huang, Yongchuang Huang, Yuling Luo, Su Yang |
| 2019 | ICANN | Human Body Posture Recognition Using Wearable Devices. | Junxiu Liu, Mingxing Li, Yuling Luo, Su Yang, Senhui Qiu |
| 2019 | ICANN | Autonomous Learning Paradigm for Spiking Neural Networks. | Junxiu Liu, Liam McDaid, Jim Harkin, Shvan Karim, Anju P. Johnson, David M. Halliday, Andy M. Tyrrell, Jon Timmis, Alan G. Millard, James A. Hilder |
| 2019 | TASE | Hardware Tripartite Synapse Architecture based on Stochastic Computing. | Junxiu Liu, Zhewei Liang, Yuling Luo, Jiadong Huang, Su Yang |
| 2018 | ICONIP | Financial Data Forecasting Using Optimized Echo State Network. | Junxiu Liu, Tiening Sun, Yuling Luo, Qiang Fu, Yi Cao, Jia Zhai, Xuemei Ding |
| 2018 | ISCAS | FPGA-based Fault-injection and Data Acquisition of Self-repairing Spiking Neural Network Hardware. | Shvan Karim, Jim Harkin, Liam McDaid, Bryan Gardiner, Junxiu Liu, David M. Halliday, Andy M. Tyrrell, Jon Timmis, Alan G. Millard, Anju P. Johnson |
| 2018 | PRICAI | Improving the Stability for Spiking Neural Networks Using Anti-noise Learning Rule. | Yuling Luo, Qiang Fu, Junxiu Liu, Yongchuang Huang, Xuemei Ding, Yi Cao |
| 2018 | VLSID | Fault-Tolerant Learning in Spiking Astrocyte-Neural Networks on FPGAs. | Anju P. Johnson, Junxiu Liu, Alan G. Millard, Shvan Karim, Andy M. Tyrrell, Jim Harkin, Jon Timmis, Liam McDaid, David M. Halliday |
| 2017 | ICNC | A chaos-based self-adapting RGB image permutation scheme. | Yuling Luo, Ronglong Zhou, Lvchen Cao, Junxiu Liu, Jinjie Bi, Yi Cao, Senhui Qiu |
| 2017 | ICONIP | An Energy-Aware Hybrid Particle Swarm Optimization Algorithm for Spiking Neural Network Mapping. | Junxiu Liu, Xingyue Huang, Yuling Luo, Yi Cao |
| 2017 | ICONIP | Self-repairing Learning Rule for Spiking Astrocyte-Neuron Networks. | Junxiu Liu, Liam McDaid, Jim Harkin, John J. Wade, Shvan Karim, Anju P. Johnson, Alan G. Millard, David M. Halliday, Andy M. Tyrrell, Jon Timmis |
| 2017 | ICONIP | An Efficient Hardware Architecture for Multilayer Spiking Neural Networks. | Yuling Luo, Lei Wan, Junxiu Liu, Jinlei Zhang, Yi Cao |
| 2017 | IWANN | An Extended Algorithm Using Adaptation of Momentum and Learning Rate for Spiking Neurons Emitting Multiple Spikes. | Yuling Luo, Qiang Fu, Junxiu Liu, Jim Harkin, Liam McDaid, Yi Cao |
| 2016 | ICANN | Hierarchical Networks-on-Chip Interconnect for Astrocyte-Neuron Network Hardware. | Junxiu Liu, Jim Harkin, Liam McDaid, George Martin |
| 2016 | IJCNN | Self-repairing mobile robotic car using astrocyte-neuron networks. | Junxiu Liu, Jim Harkin, Liam McDaid, David M. Halliday, Andy M. Tyrrell, Jon Timmis |
| 2016 | ISCAS | Self-repairing hardware with astrocyte-neuron networks. | Junxiu Liu, Jim Harkin, Liam P. Maguire, Liam McDaid, John J. Wade, Malachy McElholm |
| 2015 | ICA3PP | Fine-Grained Fault-Tolerant Adaptive Routing for Networks-on-Chip. | Junxiu Liu, Jim Harkin, Liam P. Maguire, Yuhua Li, Lei Wan, Yuling Luo |
| 2015 | ISCAS | Case study: Bio-inspired self-adaptive strategy for spike-based PID controller. | Junxiu Liu, Jim Harkin, Malachy McElholm, Liam McDaid, Angel Jimnez-Fernandez, Alejandro Linares-Barranco |
| 2014 | SecureComm | Hardware Implementation of Cryptographic Hash Function Based on Spatiotemporal Chaos. | Yuling Luo, Junxiu Liu, Lvchen Cao, Jinjie Bi, Senhui Qiu |
| 2009 | CIS | The Intelligent Reconfigurable Measuring Node Based on Wireless Access Network. | Liming Wu, Junxiu Liu, Ji Zhang, Yuling Luo |