| 2026 | AAAI | Towards Training-Free and Accurate ANN-to-SNN Conversion via Activation-Aware Redistribution. | Honglin Cao, Shuai Wang, Zijian Zhou, Ammar Belatreche, Wenjie Wei, Yu Liang, Yu Yang, Rui Xi, Malu Zhang, Haizhou Li |
| 2025 | AAAI | Towards Accurate Binary Spiking Neural Networks: Learning with Adaptive Gradient Modulation Mechanism. | Yu Liang, Wenjie Wei, Ammar Belatreche, Honglin Cao, Zijian Zhou, Shuai Wang, Malu Zhang, Yang Yang |
| 2025 | ICLR | Spiking Vision Transformer with Saccadic Attention. | Shuai Wang, Malu Zhang, Dehao Zhang, Ammar Belatreche, Yichen Xiao, Yu Liang, Yimeng Shan, Qian Sun, Enqi Zhang, Yang Yang |
| 2025 | ICLR | QP-SNN: Quantized and Pruned Spiking Neural Networks. | Wenjie Wei, Malu Zhang, Zijian Zhou, Ammar Belatreche, Yimeng Shan, Yu Liang, Honglin Cao, Jieyuan Zhang, Yang Yang |
| 2025 | ICML | BSO: Binary Spiking Online Optimization Algorithm. | Yu Liang, Yu Yang, Wenjie Wei, Ammar Belatreche, Shuai Wang, Malu Zhang, Yang Yang |
| 2025 | IJCAI | Binary Event-Driven Spiking Transformer. | Honglin Cao, Zijian Zhou, Wenjie Wei, Yu Liang, Ammar Belatreche, Dehao Zhang, Malu Zhang, Yang Yang, Haizhou Li |
| 2024 | IJCNN | Stock Price Manipulation Detection using Spiking Neural Networks. | Ammar Belatreche, Obiye Ada-Ibrama, Baqar Rizvi |
| 2024 | IJCNN | Stock Price Manipulation Detection using Variational Autoencoder and Recurrence Plots. | Khaled Safa, Ammar Belatreche, Salima Ouadfel |
| 2023 | ICCV | Temporal-Coded Spiking Neural Networks with Dynamic Firing Threshold: Learning with Event-Driven Backpropagation. | Wenjie Wei, Malu Zhang, Hong Qu, Ammar Belatreche, Jian Zhang, Hong Chen |
| 2022 | CoDIT | A Novel Image Enhancement Method for Palm Vein Images. | Kaveen Perera, Fouad Khelifi, Ammar Belatreche |
| 2020 | IJCNN | Stock Price Manipulation Detection based on Autoencoder Learning of Stock Trades Affinity. | Baqar Rizvi, Ammar Belatreche, Ahmed Bouridane, Kamlesh Mistry |
| 2019 | CEC | A Dendritic Cell Immune System Inspired Approach for Stock Market Manipulation Detection. | Baqar Rizvi, Ammar Belatreche, Ahmed Bouridane |
| 2016 | IJCNN | An experimental evaluation of echo state network for colour image segmentation. | Abdelkerim Souahlia, Ammar Belatreche, Abdelkader Benyettou, Kevin Curran |
| 2015 | ICONIP | Bio-Inspired Hybrid Framework for Multi-view Face Detection. | Niall McCarroll, Ammar Belatreche, Jim Harkin, Yuhua Li |
| 2015 | ICONIP | EDL: An Extended Delay Learning Based Remote Supervised Method for Spiking Neurons. | Aboozar Taherkhani, Ammar Belatreche, Yuhua Li, Liam P. Maguire |
| 2015 | ICONIP | SpikeComp: An Evolving Spiking Neural Network with Adaptive Compact Structure for Pattern Classification. | Jinling Wang, Ammar Belatreche, Liam P. Maguire, T. Martin McGinnity |
| 2015 | IJCNN | Bio-inspired hierarchical framework for multi-view face detection and pose estimation. | Niall McCarroll, Ammar Belatreche, Jim Harkin, Yuhua Li |
| 2015 | IJCNN | Stock price prediction based on stock-specific and sub-industry-specific news articles. | Yauheniya Shynkevich, T. Martin McGinnity, Sonya A. Coleman, Ammar Belatreche |
| 2015 | IJCNN | Multi-DL-ReSuMe: Multiple neurons Delay Learning Remote Supervised Method. | Aboozar Taherkhani, Ammar Belatreche, Yuhua Li, Liam P. Maguire |
| 2015 | IJCNN | Dynamically Evolving Spiking Neural network for pattern recognition. | Jinling Wang, Ammar Belatreche, Liam P. Maguire, T. Martin McGinnity |
| 2014 | ESANN | A new biologically plausible supervised learning method for spiking neurons. | Aboozar Taherkhani, Ammar Belatreche, Yuhua Li, Liam P. Maguire |
| 2014 | IJCNN | A locally adaptive boundary evolution algorithm for novelty detection using level set methods. | Xuemei Ding, Yuhua Li, Ammar Belatreche, Liam P. Maguire |
| 2013 | SMC | A Hidden Markov Model with Abnormal States for Detecting Stock Price Manipulation. | Yi Cao, Yuhua Li, Sonya A. Coleman, Ammar Belatreche, T. Martin McGinnity |
| 2013 | SMC | Novelty Detection Using Level Set Methods with Adaptive Boundaries. | Xuemei Ding, Yuhua Li, Ammar Belatreche, Liam P. Maguire |
| 2012 | IJCNN | Dynamic cluster formation using populations of spiking neurons. | Ammar Belatreche, Rakesh Paul |
| 2012 | IJCNN | Constructing minimum volume surfaces using level set methods for novelty detection. | Xuemei Ding, Yuhua Li, Ammar Belatreche, Liam P. Maguire |
| 2011 | ICONIP | A New Learning Algorithm for Adaptive Spiking Neural Networks. | Jinling Wang, Ammar Belatreche, Liam P. Maguire, Thomas Martin McGinnity |
| 2011 | IJCNN | Evaluating the training dynamics of a CMOS based synapse. | Arfan Ghani, Liam McDaid, Ammar Belatreche, Peter M. Kelly, Steve Hall, Thomas Dowrick, Shou Huang, John Marsland, Andy W. Smith |
| 2010 | IJCNN | Application of biologically inspired neural oscillators to colour image segmentation. | Ammar Belatreche, Liam P. Maguire, T. Martin McGinnity, Arfan Ghani, Liam McDaid |
| 2005 | ICNC | Adaptive Co-ordinate Transformation Based on a Spike Timing-Dependent Plasticity Learning Paradigm. | Qingxiang Wu, T. Martin McGinnity, Liam P. Maguire, Ammar Belatreche, Brendan P. Glackin |
| 2005 | IWANN | A Novel Approach for the Implementation of Large Scale Spiking Neural Networks on FPGA Hardware. | Brendan P. Glackin, T. Martin McGinnity, Liam P. Maguire, Qingxiang Wu, Ammar Belatreche |