| 2026 | Mobisys | PERSE: A PERsonalised SEizure prediction system based on large-scale EEG foundation models. | Loic Lorente Lemoine, Kha Huynh, Jonas Beuchert, Deepu John, Omer Rana, Nhat Pham |
| 2026 | WACV | Polymorph: Energy-Efficient Multi-Label Classification for Video Streams on Embedded Devices. | Saeid Ghafouri, Mohsen Fayyaz, Xiangchen Li, Deepu John, Bo Ji, Dimitrios S. Nikolopoulos, Hans Vandierendonck |
| 2026 | SIGMETRICS | WISP: Waste- and Interference-Suppressed Distributed Speculative LLM Serving at the Edge via Dynamic Drafting and SLO-Aware Batching. | Xiangchen Li, Jiakun Fan, Qingyuan Wang, Dimitrios Spatharakis, Saeid Ghafouri, Hans Vandierendonck, Deepu John, Bo Ji, Ali Raza Butt, Dimitrios S. Nikolopoulos |
| 2025 | AAAI | HiRED: Attention-Guided Token Dropping for Efficient Inference of High-Resolution Vision-Language Models. | Kazi Hasan Ibn Arif, JinYi Yoon, Dimitrios S. Nikolopoulos, Hans Vandierendonck, Deepu John, Bo Ji |
| 2025 | ICCV | ORXE: Orchestrating Experts for Dynamically Configurable Efficiency. | Qingyuan Wang, Guoxin Wang, Barry Cardiff, Deepu John |
| 2024 | ECCV | Tiny Models are the Computational Saver for Large Models. | Qingyuan Wang, Barry Cardiff, Antoine Frapp, Benoit Larras, Deepu John |
| 2021 | FIE | Fully Remote Project-Based Learning of Hardware/Software Codesign. | Rajesh C. Panicker, Deepu John |
| 2021 | ISCAS | A 1D-CNN Based Deep Learning Technique for Sleep Apnea Detection in IoT Sensors. | Arlene John, Barry Cardiff, Deepu John |
| 2021 | ISCAS | Event-Driven ECG Classification Using an Open-Source, LC-ADC Based Non-Uniformly Sampled Dataset. | Maryam Saeed, Qingyuan Wang, Olev Mrtens, Benoit Larras, Antoine Frapp, Barry Cardiff, Deepu John |
| 2021 | ISCAS | Continuous User Authentication Using IoT Wearable Sensors. | Conor Smyth, Guoxin Wang, Rajesh C. Panicker, Avishek Nag, Barry Cardiff, Deepu John |
| 2021 | ISCAS | Resource and Energy Efficient Implementation of ECG Classifier Using Binarized CNN for Edge AI Devices. | David Liang Tai Wong, Yongfu Li, Deepu John, Weng Khuen Ho, Chun-Huat Heng |
| 2020 | FIE | Introducing FPGA-based Machine Learning on the Edge to Undergraduate Students. | Rajesh C. Panicker, Akash Kumar, Deepu John |
| 2020 | ISCAS | A Generalized Signal Quality Estimation Method for IoT Sensors. | Arlene John, Barry Cardiff, Deepu John |