| Mlperf tiny benchmark C Banbury, VJ Reddi, P Torelli, J Holleman, N Jeffries, C Kiraly, P Montino, ... arXiv preprint arXiv:2106.07597, 2021 | 232 | 2021 |
| hls4ml: An open-source codesign workflow to empower scientific low-power machine learning devices F Fahim, B Hawks, C Herwig, J Hirschauer, S Jindariani, N Tran, ... arXiv preprint arXiv:2103.05579, 2021 | 169 | 2021 |
| 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 | 148 | 2021 |
| Agile SoC development with open ESP P Mantovani, D Giri, G Di Guglielmo, L Piccolboni, J Zuckerman, EG Cota, ... Proceedings of the 39th International Conference on Computer-Aided Design, 1-9, 2020 | 142 | 2020 |
| Compressing deep neural networks on FPGAs to binary and ternary precision with hls4ml J Ngadiuba, V Loncar, M Pierini, S Summers, G Di Guglielmo, J Duarte, ... Machine Learning: Science and Technology 2 (1), 015001, 2020 | 126 | 2020 |
| An analysis of accelerator coupling in heterogeneous architectures EG Cota, P Mantovani, G Di Guglielmo, LP Carloni Proceedings of the 52Nd Annual Design Automation Conference, 1-6, 2015 | 121 | 2015 |
| Fast inference of boosted decision trees in FPGAs for particle physics S Summers, G Di Guglielmo, J Duarte, P Harris, D Hoang, S Jindariani, ... Journal of Instrumentation 15 (05), P05026, 2020 | 99 | 2020 |
| Distance-weighted graph neural networks on FPGAs for real-time particle reconstruction in high energy physics Y Iiyama, G Cerminara, A Gupta, J Kieseler, V Loncar, M Pierini, ... Frontiers in big Data 3, 598927, 2021 | 75 | 2021 |
| HIFSuite: Tools for HDL code conversion and manipulation N Bombieri, G Di Guglielmo, M Ferrari, F Fummi, G Pravadelli, F Stefanni, ... EURASIP Journal on Embedded Systems 2010, 1-20, 2010 | 73 | 2010 |
| Applications and techniques for fast machine learning in science AMC Deiana, N Tran, J Agar, M Blott, G Di Guglielmo, J Duarte, P Harris, ... Frontiers in big Data 5, 787421, 2022 | 67 | 2022 |
| A reconfigurable neural network ASIC for detector front-end data compression at the HL-LHC G Di Guglielmo, F Fahim, C Herwig, MB Valentin, J Duarte, C Gingu, ... IEEE Transactions on Nuclear Science 68 (8), 2179-2186, 2021 | 67 | 2021 |
| COSMOS: Coordination of high-level synthesis and memory optimization for hardware accelerators L Piccolboni, P Mantovani, GD Guglielmo, LP Carloni ACM Transactions on Embedded Computing Systems (TECS) 16 (5s), 1-22, 2017 | 62 | 2017 |
| Design and implementation of a dynamic information flow tracking architecture to secure a RISC-V core for IoT applications C Palmiero, G Di Guglielmo, L Lavagno, LP Carloni 2018 IEEE High Performance extreme Computing Conference (HPEC), 1-7, 2018 | 58 | 2018 |
| Crylogger: Detecting crypto misuses dynamically L Piccolboni, G Di Guglielmo, LP Carloni, S Sethumadhavan 2021 IEEE Symposium on Security and Privacy (SP), 1972-1989, 2021 | 52 | 2021 |
| ESP4ML: Platform-based design of systems-on-chip for embedded machine learning D Giri, KL Chiu, G Di Guglielmo, P Mantovani, LP Carloni 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2020 | 51 | 2020 |
| An FPGA-based infrastructure for fine-grained DVFS analysis in high-performance embedded systems P Mantovani, EG Cota, K Tien, C Pilato, G Di Guglielmo, K Shepard, ... Proceedings of the 53rd Annual Design Automation Conference, 1-6, 2016 | 46 | 2016 |
| System-level optimization of accelerator local memory for heterogeneous systems-on-chip C Pilato, P Mantovani, G Di Guglielmo, LP Carloni IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2016 | 45 | 2016 |
| Leveraging prior knowledge for effective design-space exploration in high-level synthesis L Ferretti, J Kwon, G Ansaloni, G Di Guglielmo, LP Carloni, L Pozzi IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2020 | 44 | 2020 |
| Machine-learning-based microwave sensing: A case study for the food industry M Ricci, B Štitić, L Urbinati, G Di Guglielmo, JAT Vasquez, LP Carloni, ... IEEE Journal on Emerging and Selected Topics in Circuits and Systems 11 (3 …, 2021 | 39 | 2021 |
| Handling large data sets for high-performance embedded applications in heterogeneous systems-on-chip P Mantovani, EG Cota, C Pilato, G Di Guglielmo, LP Carloni Proceedings of the International Conference on Compilers, Architectures and …, 2016 | 37 | 2016 |
Luca CarloniProfessor and Chair of Computer Science, Columbia UniversityEmail yang diverifikasi di cs.columbia.edu