Archivio Istituzionale della RicercaVALPREDA, EMANUELE
VALPREDA, EMANUELE
Dipartimento di Elettronica e Telecomunicazioni
050397
Hardware/Neural Network Codesign for Energy-Efficient Inference on Edge Devices with Optimal Mapping and Compression
2024 Valpreda, Emanuele
Implementation and integration of NTT/INTT accelerator on RISC-V for CRYSTALS-Kyber
2024 Dolmeta, Alessandra; Valpreda, Emanuele; Martina, Maurizio; Masera, Guido
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
TEMET: Truncated REconfigurable Multiplier with Error Tuning
2024 Guella, Flavia; Valpreda, Emanuele; Caon, Michele; Masera, Guido; Martina, Maurizio
ERODE: Error Resilient Object DetEction by Recovering Bounding Box and Class Information
2023 Valpreda, Emanuele; Palumbo, Giuseppe; Caon, Michele; Masera, Guido; Martina, Maurizio
AnaCoNGA: Analytical HW-CNN Co-Design Using Nested Genetic Algorithms
2022 Fasfous, Nael; Vemparala, Manoj Rohit; Frickenstein, Alexander; Valpreda, Emanuele; Salihu, Driton; Hufer, Julian; Singh, Anmol; Nagaraja, Naveen-Shankar; Voegel, Hans-Joerg; Vu Doan, Nguyen Anh; Martina, Maurizio; Becker, Juergen; Stechele, Walter
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
Mind the Scaling Factors: Resilience Analysis of Quantized Adversarially Robust CNNs
2022 Fasfous, Nael; Frickenstein, Lukas; Neumeier, Michael; Vemparala, Manoj Rohit; Frickenstein, Alexander; Valpreda, Emanuele; Martina, Maurizio; Stechele, Walter
NLCMAP: A Framework for the Efficient Mapping of Non-Linear Convolutional Neural Networks on FPGA Accelerators
2022 Aiello, Giuseppe; Bussolino, Beatrice; Valpreda, Emanuele; Ruo Roch, Massimo; Masera, Guido; Martina, Maurizio; Marsi, Stefano
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 |
|---|---|---|---|
| Hardware/Neural Network Codesign for Energy-Efficient Inference on Edge Devices with Optimal Mapping and Compression / Valpreda, Emanuele. - (2024 Sep 16), pp. 1-150. | 16-set-2024 | VALPREDA, EMANUELE | conv_phd thesis emanuele valpreda.pdf; conv_phd summary emanuele valpreda.pdf |
| Implementation and integration of NTT/INTT accelerator on RISC-V for CRYSTALS-Kyber / Dolmeta, Alessandra; Valpreda, Emanuele; Martina, Maurizio; Masera, Guido. - ELETTRONICO. - 1:(2024), pp. 59-62. (Intervento presentato al convegno Proceedings of the 21st ACM International Conference on Computing Frontiers Workshops and Special Sessions tenutosi a Ischia (Italy) nel May 7-9, 2024) [10.1145/3637543.3652872]. | 1-gen-2024 | Dolmeta, AlessandraValpreda, EmanueleMartina, MaurizioMasera, Guido | 3637543.3652872.pdf; ACM_OSHW2.pdf |
| MARLIN: A Co-Design Methodology for Approximate ReconfigurabLe Inference of Neural Networks at the Edge / Guella, Flavia; Valpreda, Emanuele; Caon, Michele; Masera, Guido; Martina, Maurizio. - 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 |
| TEMET: Truncated REconfigurable Multiplier with Error Tuning / Guella, Flavia; Valpreda, Emanuele; Caon, Michele; Masera, Guido; Martina, Maurizio. - ELETTRONICO. - 1110:(2024), pp. 370-377. (Intervento presentato al convegno International Conference on Applications in Electronics Pervading Industry, Environment and Society tenutosi a Genova, Italy nel 28-29 September 2023) [10.1007/978-3-031-48121-5_53]. | 1-gen-2024 | Guella, FlaviaValpreda, EmanueleCaon, MicheleMasera, GuidoMartina, Maurizio | temet_final.pdf; Applepies_2023.pdf |
| ERODE: Error Resilient Object DetEction by Recovering Bounding Box and Class Information / Valpreda, Emanuele; Palumbo, Giuseppe; Caon, Michele; Masera, Guido; Martina, Maurizio. - ELETTRONICO. - (2023), pp. 277-280. (Intervento presentato al convegno 18th International Conference on PhD Research in Microelectronics and Electronics tenutosi a Valencia (Spain) nel 18-21 June 2023) [10.1109/PRIME58259.2023.10161894]. | 1-gen-2023 | Valpreda, EmanueleCaon, MicheleMasera, GuidoMartina, Maurizio + | erode_prime2023_final_private.pdf; Valpreda-Erode.pdf |
| AnaCoNGA: Analytical HW-CNN Co-Design Using Nested Genetic Algorithms / Fasfous, Nael; Vemparala, Manoj Rohit; Frickenstein, Alexander; Valpreda, Emanuele; Salihu, Driton; Hufer, Julian; Singh, Anmol; Nagaraja, Naveen-Shankar; Voegel, Hans-Joerg; Vu Doan, Nguyen Anh; Martina, Maurizio; Becker, Juergen; Stechele, Walter. - ELETTRONICO. - (2022), pp. 238-243. (Intervento presentato al convegno 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) tenutosi a Antwerp, Belgium nel 14-23 March 2022) [10.23919/DATE54114.2022.9774574]. | 1-gen-2022 | Valpreda, EmanueleMartina, Maurizio + | 2022_DATE___AnaCoNGA_Accepted_.pdf; AnaCoNGA_Analytical_HW-CNN_Co-Design_Using_Nested_Genetic_Algorithms.pdf |
| HW-Flow-Fusion: Inter-Layer Scheduling for Convolutional Neural Network Accelerators with Dataflow Architectures / Valpreda, Emanuele; Mori, Pierpaolo; Fasfous, Nael; Vemparala, Manoj Rohit; Frickenstein, Alexander; Frickenstein, Lukas; Stechele, Walter; Passerone, Claudio; Masera, Guido; Martina, Maurizio. - 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, Manoj; Fasfous, Nael; Frickenstein, Alexander; Valpreda, Emanuele; Camalleri, Manfredi; Zhao, Qi; Unger, Christian; Shankar Nagaraja, Naveen; Martina, Maurizio; Stechele, Walter. - 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 |
| Mind the Scaling Factors: Resilience Analysis of Quantized Adversarially Robust CNNs / Fasfous, Nael; Frickenstein, Lukas; Neumeier, Michael; Vemparala, Manoj Rohit; Frickenstein, Alexander; Valpreda, Emanuele; Martina, Maurizio; Stechele, Walter. - ELETTRONICO. - (2022), pp. 706-711. (Intervento presentato al convegno 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) tenutosi a Antwerp, Belgium nel 14-23 March 2022) [10.23919/DATE54114.2022.9774686]. | 1-gen-2022 | Valpreda, EmanueleMartina, Maurizio + | 2022_DATE___MindScalingFactors_Accepted_.pdf; Mind_the_Scaling_Factors_Resilience_Analysis_of_Quantized_Adversarially_Robust_CNNs.pdf |
| NLCMAP: A Framework for the Efficient Mapping of Non-Linear Convolutional Neural Networks on FPGA Accelerators / Aiello, Giuseppe; Bussolino, Beatrice; Valpreda, Emanuele; Ruo Roch, Massimo; Masera, Guido; Martina, Maurizio; Marsi, Stefano. - ELETTRONICO. - (2022). (Intervento presentato al convegno International Conference on Image Processing tenutosi a Bordeaux, France nel 16-19 October 2022) [10.1109/ICIP46576.2022.9897288]. | 1-gen-2022 | Bussolino, BeatriceValpreda, EmanueleRuo Roch, MassimoMasera, GuidoMartina, Maurizio + | ICIP_2021____Aiello.pdf; Bussolini-NLCMAP.pdf |
| HW-FlowQ: A Multi-Abstraction Level HW-CNN Co-design Quantization Methodology / Fasfous, Nael; Vemparala, Manoj Rohit; Frickenstein, Alexander; Valpreda, Emanuele; Salihu, Driton; Doan, Nguyen Anh Vu; Unger, Christian; Nagaraja, Naveen Shankar; Martina, Maurizio; Stechele, Walter. - 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 |