Fast convolutional neural networks on FPGAs with hls4ml T Aarrestad, V Loncar, N Ghielmetti, M Pierini, S Summers, J Ngadiuba, ... Machine Learning: Science and Technology 2 (4), 045015, 2021 | 101 | 2021 |
Autoencoders on field-programmable gate arrays for real-time, unsupervised new physics detection at 40 MHz at the Large Hadron Collider E Govorkova, E Puljak, T Aarrestad, T James, V Loncar, M Pierini, AA Pol, ... Nature Machine Intelligence 4 (2), 154-161, 2022 | 58 | 2022 |
Tiny neural networks for environmental predictions: An integrated approach with miosix F Alongi, N Ghielmetti, D Pau, F Terraneo, W Fornaciari 2020 IEEE International Conference on Smart Computing (SMARTCOMP), 350-355, 2020 | 30 | 2020 |
Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml N Ghielmetti, V Loncar, M Pierini, M Roed, S Summers, T Aarrestad, ... Machine Learning: Science and Technology 3 (4), 045011, 2022 | 16 | 2022 |
Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark H Borras, G Di Guglielmo, J Duarte, N Ghielmetti, B Hawks, S Hauck, ... arXiv preprint arXiv:2206.11791, 2022 | 10 | 2022 |
Event‐sourced, observable software architectures: An experience report F Alongi, MM Bersani, N Ghielmetti, R Mirandola, DA Tamburri Software: Practice and Experience 52 (10), 2127-2151, 2022 | 4 | 2022 |
De-specializing an HLS library for Deep Neural Networks: improvements upon hls4ml S Curzel, N Ghielmetti, M Fiorito, F Ferrandi arXiv preprint arXiv:2103.13060, 2021 | 2 | 2021 |
submitter: Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark H Borras, R Kastner, T Nguyen, M Blott, N Tran, R Roy, Y Umuroglu, ... | | 2022 |
Author Correction: Autoencoders on field-programmable gate arrays for real-time, unsupervised new physics detection at 40 MHz at the Large Hadron Collider E Govorkova, E Puljak, T Aarrestad, T James, V Loncar, M Pierini, AA Pol, ... Nature Machine Intelligence 4 (4), 414-414, 2022 | | 2022 |
Autoencoders on FPGAs for real-time, unsupervised new physics detection at 40 MHz at the Large Hadron Collider E Govorkova, E Puljak, T Aarrestad, T James, V Loncar, M Pierini, AA Pol, ... arXiv preprint arXiv:2108.03986, 2021 | | 2021 |
arXiv: Autoencoders on FPGAs for real-time, unsupervised new physics detection at 40 MHz at the Large Hadron Collider E Govorkova, T James, M Pierini, Z Wu, V Loncar, T Aarrestad, ... | | 2021 |