EchoBay: Design and Optimization of Echo State Networks under Memory and Time Constraints L Cerina, MD Santambrogio, G Franco, C Gallicchio, A Micheli ACM Transactions on Architecture and Code Optimization (TACO) 17 (3), 1-24, 2020 | 17 | 2020 |
FPGA-based muscle synergy extraction for surface EMG gesture classification G Franco, P Cancian, L Cerina, E Besana, N Beretta, MD Santambrogio 2017 IEEE Biomedical Circuits and Systems Conference (BioCAS), 1-4, 2017 | 12 | 2017 |
Development and validation of open-source deep neural networks for comprehensive chest x-ray reading: a retrospective, multicentre study YD Cid, M Macpherson, L Gervais-Andre, Y Zhu, G Franco, R Santeramo, ... The Lancet Digital Health 6 (1), e44-e57, 2024 | 7 | 2024 |
Efficient embedded machine learning applications using echo state networks L Cerina, MD Santambrogio, G Franco, C Gallicchio, A Micheli 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2020 | 7 | 2020 |
Continuous blood pressure estimation through optimized echo state networks G Franco, L Cerina, C Gallicchio, A Micheli, MD Santambrogio Artificial Neural Networks and Machine Learning–ICANN 2019: Workshop and …, 2019 | 5 | 2019 |
Lightweight autonomous Bayesian optimization of echo-state networks L Cerina, G Franco, MD Santambrogio Proceedings of ESANN, i6doc, 2019 | 5 | 2019 |
Robustness of Surface EMG Classifiers with Fixed-Point Decomposition on Reconfigurable Architecture L Cerina, G Franco, P Cancian, MD Santambrogio 2018 IEEE International Parallel and Distributed Processing Symposium …, 2018 | 5 | 2018 |
A hardware acceleration for surface emg non-negative matrix factorization L Cerina, P Cancian, G Franco, MD Santambrogio 2017 IEEE International Parallel and Distributed Processing Symposium …, 2017 | 5 | 2017 |
Shedding the Bits: Pushing the Boundaries of Quantization with Minifloats on FPGAs S Aggarwal, HJ Damsgaard, A Pappalardo, G Franco, TB Preußer, M Blott, ... 2024 34th International Conference on Field-Programmable Logic and …, 2024 | 3 | 2024 |
Post-training quantization with low-precision minifloats and integers on FPGAs S Aggarwal, A Pappalardo, HJ Damsgaard, G Franco, TB Preußer, M Blott, ... arXiv preprint arXiv:2311.12359, 2023 | 2 | 2023 |
Accumulator-Aware Post-Training Quantization I Colbert, F Grob, G Franco, J Zhang, R Saab arXiv preprint arXiv:2409.17092, 2024 | | 2024 |