Decoding EEG and LFP signals using deep learning: heading TrueNorth. - Ewan Nurse; Benjamin S. Mashford; Antonio Jimeno-Yepes; Isabell Kiral-Kornek; Stefan Harrer; Dean R. Freestone (Conf. Computing Frontiers, 2016)

TrueNorth-enabled real-time classification of EEG data for brain-computer interfacing. - Isabell Kiral-Kornek; G. Dulini C. Mendis; Ewan S. Nurse; Benjamin S. Mashford; Dean R. Freestone; David B. Grayden; Stefan Harrer (EMBC, 2017)

Neural-network-based analysis of EEG data using the neuromorphic TrueNorth chip for brain-machine interfaces. - Benjamin S. Mashford; Antonio Jimeno-Yepes; Isabell Kiral-Kornek; Jianbin Tang; Stefan Harrer (IBM J. Res. Dev., 2017)

EnsembleNet: Improving Grasp Detection using an Ensemble of Convolutional Neural Networks. - Umar Asif; Jianbin Tang; Stefan Harrer (BMVC, 2018)

Deep Learning Enabled Automatic Abnormal EEG Identification. - Subhrajit Roy; Isabell Kiral-Kornek; Stefan Harrer (EMBC, 2018)

A Robust Low-Cost EEG Motor Imagery-Based Brain-Computer Interface. - Shivanthan A. C. Yohanandan; Isabell Kiral-Kornek; Jianbin Tang; Benjamin S. Mashford; Umar Asif; Stefan Harrer (EMBC, 2018)

GraspNet: An Efficient Convolutional Neural Network for Real-time Grasp Detection for Low-powered Devices. - Umar Asif; Jianbin Tang; Stefan Harrer (IJCAI, 2018)

Densely Supervised Grasp Detector (DSGD). - Umar Asif; Jianbin Tang; Stefan Harrer (AAAI, 2019)

ChronoNet: A Deep Recurrent Neural Network for Abnormal EEG Identification. - Subhrajit Roy; Isabell Kiral-Kornek; Stefan Harrer (AIME, 2019)

Privacy Preserving Human Fall Detection using Video Data. - Umar Asif; Benjamin S. Mashford; Stefan von Cavallar; Shivanthan A. C. Yohanandan; Subhrajit Roy; Jianbin Tang; Stefan Harrer (ML4H@NeurIPS, 2019)

Machine Learning for Seizure Type Classification: Setting the benchmark. - Subhrajit Roy; Umar Asif; Jianbin Tang; Stefan Harrer (CoRR, 2019)

SeizureNet: A Deep Convolutional Neural Network for Accurate Seizure Type Classification and Seizure Detection. - Umar Asif; Subhrajit Roy; Jianbin Tang; Stefan Harrer (CoRR, 2019)

SSHFD: Single Shot Human Fall Detection with Occluded Joints Resilience. - Umar Asif; Stefan von Cavallar; Jianbin Tang; Stefan Harrer (ECAI, 2020)

Ensemble Knowledge Distillation for Learning Improved and Efficient Networks. - Umar Asif; Jianbin Tang; Stefan Harrer (ECAI, 2020)

SeizureNet: Multi-Spectral Deep Feature Learning for Seizure Type Classification. - Umar Asif; Subhrajit Roy; Jianbin Tang; Stefan Harrer (MLCN/RNO-AI@MICCAI, 2020)

DeepActsNet: Spatial and Motion features from Face, Hands, and Body Combined with Convolutional and Graph Networks for Improved Action Recognition. - Umar Asif; Deval Samirbhai Mehta; Stefan von Cavallar; Jianbin Tang; Stefan Harrer (CoRR, 2020)

Towards Automated and Marker-Less Parkinson Disease Assessment: Predicting UPDRS Scores Using Sit-Stand Videos. - Deval Samirbhai Mehta; Umar Asif; Tian Hao; Erhan Bilal; Stefan von Cavallar; Stefan Harrer; Jeffrey L. Rogers (CVPR Workshops, 2021)

Features importance in seizure classification using scalp EEG reduced to single timeseries. - Sébastien Naze; Jianbin Tang; James R. Kozloski; Stefan Harrer (EMBC, 2021)

Preictal onset detection through unsupervised clustering for epileptic seizure prediction. - Alessio Quercia; Thomas Frick; Fabian Emanuel Egli; Nicholas Pullen; Isabelle Dupanloup; Jianbin Tang; Umar Asif; Stefan Harrer; Thomas Brunschwiler (ICDH, 2021)

Building the Future of Responsible AI: A Reference Architecture for Designing Large Language Model based Agents. - Qinghua Lu 001; Liming Zhu 001; Xiwei Xu 001; Zhenchang Xing; Stefan Harrer; Jon Whittle 001 (CoRR, 2023)

DeepActsNet: A deep ensemble framework combining features from face, hands, and body for action recognition. - Umar Asif; Deval Samirbhai Mehta; Stefan von Cavallar; Jianbin Tang; Stefan Harrer (Pattern Recognit., 2023)

Towards Responsible Generative AI: A Reference Architecture for Designing Foundation Model Based Agents. - Qinghua Lu 001; Liming Zhu 001; Xiwei Xu 001; Zhenchang Xing; Stefan Harrer; Jon Whittle 001 (ICSA-C, 2024)

A Taxonomy of Architecture Options for Foundation Model-based Agents: Analysis and Decision Model. - Jingwen Zhou; Qinghua Lu 001; Jieshan Chen; Liming Zhu 001; Xiwei Xu 001; Zhenchang Xing; Stefan Harrer (CoRR, 2024)

Agent design pattern catalogue: A collection of architectural patterns for foundation model based agents. - Yue Liu 010; Sin Kit Lo; Qinghua Lu 001; Liming Zhu 001; Dehai Zhao; Xiwei Xu 001; Stefan Harrer; Jon Whittle 001 (J. Syst. Softw., 2025)