Event-Driven ECG Classification Using an Open-Source, LC-ADC Based Non-Uniformly Sampled Dataset. - Maryam Saeed; Qingyuan Wang 002; Olev Märtens; Benoit Larras; Antoine Frappé; Barry Cardiff; Deepu John (ISCAS, 2021)

Evaluation of Level-Crossing ADCs for Event-Driven ECG Classification. - Maryam Saeed; Qingyuan Wang 002; Olev Märtens; Benoit Larras; Antoine Frappé; Barry Cardiff; Deepu John (IEEE Trans. Biomed. Circuits Syst., 2021)

Complexity Reduction of CNNs using Multi-Scale Group Convolution for IoT Edge Sensors. - Qingyuan Wang 002; Antoine Frappé; Benoit Larras; Barry Cardiff; Deepu John (ICECS 2022, 2022)

Binary ECG Classification Using Explainable Boosting Machines for IoT Edge Devices. - Li Xiaolin; Qingyuan Wang 002; Rajesh C. Panicker; Barry Cardiff; Deepu John (ICECS 2022, 2022)

Unsupervised Pre-Training Using Masked Autoencoders for ECG Analysis. - Guoxin Wang 003; Qingyuan Wang 002; Ganesh Neelakanta Iyer; Avishek Nag; Deepu John (BioCAS, 2023)

P-ROCKET: Pruning Random Convolution Kernels for Time Series Classification. - Shaowu Chen; Weize Sun; Lei Huang 001; Xiaopeng Li 005; Qingyuan Wang 002; Deepu John (CoRR, 2023)

Tiny Models are the Computational Saver for Large Models. - Qingyuan Wang 002; Barry Cardiff; Antoine Frappé; Benoit Larras; Deepu John (ECCV (56), 2024)

DyCE: Dynamic Configurable Exiting for Deep Learning Compression and Scaling. - Qingyuan Wang 002; Barry Cardiff; Antoine Frappé; Benoit Larras; Deepu John (CoRR, 2024)

POCKET: Pruning random convolution kernels for time series classification from a feature selection perspective. - Shaowu Chen; Weize Sun; Lei Huang 001; Xiaopeng Li 005; Qingyuan Wang 002; Deepu John (Knowl. Based Syst., 2024)

DyCE: Dynamically Configurable Exiting for deep learning compression and real-time scaling. - Qingyuan Wang 002; Barry Cardiff; Antoine Frappé; Benoit Larras; Deepu John (Future Gener. Comput. Syst., 2025)

ORXE: Orchestrating Experts for Dynamically Configurable Efficiency. - Qingyuan Wang 002; Guoxin Wang 003; Barry Cardiff; Deepu John (CoRR, 2025)