| 2023 | BMVC | Supervised Contrastive Learning with Identity-Label Embeddings for Facial Action Unit Recognition. | Tangzheng Lian, David Ada Adama, Pedro Machado, Doratha E. Drake Vinkemeier |
| 2022 | IDEAL | Benchmarking Data Augmentation Techniques for Tabular Data. | Pedro Machado, Bruno Fernandes, Paulo Novais |
| 2021 | IJCNN | Object recognition for robotics from tactile time series data utilising different neural network architectures. | Wolfgang Bottcher, Pedro Machado, Nikesh Lama, T. M. McGinnity |
| 2019 | ICANN | NatCSNN: A Convolutional Spiking Neural Network for Recognition of Objects Extracted from Natural Images. | Pedro Machado, Georgina Cosma, T. Martin McGinnity |
| 2018 | IJCNN | Bio-Inspired Ganglion Cell Models for Detecting Horizontal and Vertical Movements. | Pedro Machado, Andreas Oikonomou, Georgina Cosma, T. Martin McGinnity |
| 2016 | IJCNN | C. elegans behavioural response germane to Hardware modelling. | Kofi Appiah, Pedro Machado, Alicia Costalago Meruelo, T. Martin McGinnity |
| 2016 | IJCNN | Si elegans: Evaluation of an innovative optical synaptic connectivity method for C. elegans Phototaxis using FPGAs. | Pedro Machado, Alicia Costalago Meruelo, Nikesh Lama, David Ada Adama, Kofi Appiah, T. Martin McGinnity, Alexey Petrushin, Lorenzo Ferrara, Axel W. Blau |
| 2016 | IJCNN | Challenges in clustering C. elegans neurons using computational approaches. | Alicia Costalago Meruelo, Pedro Machado, Kofi Appiah, T. Martin McGinnity |
| 2015 | IJCNN | Si elegans: Hardware architecture and communications protocol. | Pedro Machado, Kofi Appiah, T. Martin McGinnity, John J. Wade |
| 2010 | DDECS | Built-in Clock Domain Crossing (CDC) test and diagnosis in GALS systems. | Carlos Leong, Pedro Machado, Vasco Bexiga, Joo Paulo Teixeira, Isabel C. Teixeira, Jos C. Silva, Pedro Lous, Joo Varela |