Archivio Istituzionale della RicercaVALPREDA, EMANUELE
VALPREDA, EMANUELE
Dipartimento di Elettronica e Telecomunicazioni
050397
MARLIN: A Co-Design Methodology for Approximate ReconfigurabLe Inference of Neural Networks at the Edge
2024 Guella, Flavia; Valpreda, Emanuele; Caon, Michele; Masera, Guido; Martina, Maurizio
HW-Flow-Fusion: Inter-Layer Scheduling for Convolutional Neural Network Accelerators with Dataflow Architectures
2022 Valpreda, Emanuele; Mori, Pierpaolo; Fasfous, Nael; Vemparala, Manoj Rohit; Frickenstein, Alexander; Frickenstein, Lukas; Stechele, Walter; Passerone, Claudio; Masera, Guido; Martina, Maurizio
HW-Flow: A Multi-Abstraction Level HW-CNN Codesign Pruning Methodology
2022 Rohit Vemparala, Manoj; Fasfous, Nael; Frickenstein, Alexander; Valpreda, Emanuele; Camalleri, Manfredi; Zhao, Qi; Unger, Christian; Shankar Nagaraja, Naveen; Martina, Maurizio; Stechele, Walter
HW-FlowQ: A Multi-Abstraction Level HW-CNN Co-design Quantization Methodology
2021 Fasfous, Nael; Vemparala, Manoj Rohit; Frickenstein, Alexander; Valpreda, Emanuele; Salihu, Driton; Doan, Nguyen Anh Vu; Unger, Christian; Nagaraja, Naveen Shankar; Martina, Maurizio; Stechele, Walter
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| MARLIN: A Co-Design Methodology for Approximate ReconfigurabLe Inference of Neural Networks at the Edge / Guella, F., Valpreda, E., Caon, M., Masera, G., Martina, M.. - In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS. - ISSN 1549-8328. - ELETTRONICO. - 71:5(2024). [10.1109/tcsi.2024.3365952] | 1-gen-2024 | Guella, FlaviaValpreda, EmanueleCaon, MicheleMasera, GuidoMartina, Maurizio | TCSI3365952.pdf; Guella-Marlin.pdf |
| HW-Flow-Fusion: Inter-Layer Scheduling for Convolutional Neural Network Accelerators with Dataflow Architectures / Valpreda, E., Mori, P., Fasfous, N., Vemparala, M.R., Frickenstein, A., Frickenstein, L., Stechele, W., Passerone, C., Masera, G., Martina, M.. - In: ELECTRONICS. - ISSN 2079-9292. - ELETTRONICO. - 11:18(2022), p. 2933. [10.3390/electronics11182933] | 1-gen-2022 | Valpreda, EmanueleMori, PierpaoloPasserone, ClaudioMasera, GuidoMartina, Maurizio + | electronics-11-02933-1.pdf; HW_Flow_Fusion__Inter_Layer_Scheduling_for_Convolutional_Neural_Network_Accelerators_with_Dataflow_Architectures.pdf |
| HW-Flow: A Multi-Abstraction Level HW-CNN Codesign Pruning Methodology / Rohit Vemparala, M., Fasfous, N., Frickenstein, A., Valpreda, E., Camalleri, M., Zhao, Q.i., Unger, C., Shankar Nagaraja, N., Martina, M., Stechele, W.. - In: LEIBNIZ TRANSACTIONS ON EMBEDDED SYSTEMS. - ISSN 2199-2002. - ELETTRONICO. - 8:1(2022), pp. 1-30. [10.4230/LITES.8.1.3] | 1-gen-2022 | Emanuele ValpredaMaurizio Martina + | hw-flow_published.pdf |
| HW-FlowQ: A Multi-Abstraction Level HW-CNN Co-design Quantization Methodology / Fasfous, N., Vemparala, M.R., Frickenstein, A., Valpreda, E., Salihu, D., Doan, N.A.V., Unger, C., Nagaraja, N.S., Martina, M., Stechele, W.. - In: ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS. - ISSN 1539-9087. - ELETTRONICO. - 20:5s(2021), pp. 1-25. [10.1145/3476997] | 1-gen-2021 | Valpreda, EmanueleMartina, Maurizio + | 3476997.pdf; CODES2021___HW_FlowQ_accepted.pdf |