Archivio Istituzionale della RicercaPELUSO, VALENTINO
PELUSO, VALENTINO
Dipartimento di Automatica e Informatica
032364
Adaptive Client Participation in Budget-Constrained Federated Learning with Extreme Label Skew
2025 Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico
Gradient-Aware Participation for Energy Reduction in Federated Learning with Extreme Label Skew
2025 Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico
Privacy-Preserving Federated Learning for Household Characteristic Identification
2025 Malan, Erich; De Vizia, Claudia; Castangia, Marco; Peluso, Valentino; Calimera, Andrea; Macii, Enrico
Draft & Refine: Efficient Resource Management in Federated Learning under Pathological Labels Skew
2024 Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico
Private Tensor Freezing for an Efficient Federated Learning with Homomorphic Encryption
2024 Peluso, Valentino; Malan, Erich; Calimera, Andrea; Macii, Enrico
Concurrent Pipeline Stages Optimization for Embedded Keyword Spotting
2023 Zema, Giacomo; Peluso, Valentino; Calimera, Andrea; Macii, Enrico
Enabling DVFS Side-Channel Attacks for Neural Network Fingerprinting in Edge Inference Services
2023 Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico
AdapTTA: Adaptive Test-Time Augmentation for Reliable Embedded ConvNets
2021 Mocerino, Luca; Rizzo, Roberto G.; Peluso, Valentino; Calimera, Andrea; Macii, Enrico
EAST: Encoding-Aware Sparse Training for Deep Memory Compression of ConvNets
2020 Grimaldi, Matteo; Peluso, Valentino; Calimera, Andrea
Enabling monocular depth perception at the very edge
2020 Peluso, V.; Cipolletta, A.; Calimera, A.; Poggi, M.; Tosi, F.; Aleotti, F.; Mattoccia, S.
Optimization Tools for ConvNets on the Edge
2020 Peluso, V.; Macii, E.; Calimera, A.
Arbitrary-Precision Convolutional Neural Networks on Low-Power IoT Processors
2019 Peluso, V.; Grimaldi, M.; Calimera, A.
Enabling Energy-Efficient Unsupervised Monocular Depth Estimation on ARMv7-Based Platforms
2019 Peluso, V.; Cipolletta, Antonio; Calimera, A.; Poggi, M.; Tosi, F.; Mattoccia, S.
Inference on the Edge: Performance Analysis of an Image Classification Task Using Off-The-Shelf CPUs and Open-Source ConvNets
2019 Peluso, V.; Rizzo, R. G.; Cipolletta, A.; Calimera, A.
Integer ConvNets on embedded CPUs: Tools and performance assessment on the cortex-A cores
2019 Peluso, V.; Cipolletta, A.; Vaiana, F.; Calimera, A.
On the Efficiency of Early Bird Sampling (EBS) an Error Detection-Correction Scheme for Data-Driven Voltage Over-Scaling
2019 Rizzo, Roberto G.; Peluso, Valentino; Calimera, Andrea; Zhou, Jun
All-digital embedded meters for on-line power estimation
2018 Jahier Pagliari, Daniele; Peluso, Valentino; Chen, Yukai; Calimera, Andrea; Macii, Enrico; Poncino, Massimo
Design-Space Exploration of Pareto-Optimal Architectures for Deep Learning with DVFS
2018 Santoro, Giulia; Casu, Mario R.; Peluso, Valentino; Calimera, Andrea; Alioto, Massimo
Energy-Driven Precision Scaling for Fixed-Point ConvNets
2018 Peluso, V.; Calimera, A.
Energy-performance design exploration of a low-power microprogrammed deep-learning accelerator
2018 Santoro, Giulia; Casu, Mario R.; Peluso, Valentino; Calimera, Andrea; Alioto, Massimo
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Adaptive Client Participation in Budget-Constrained Federated Learning with Extreme Label Skew / Malan, E., Peluso, V., Calimera, A., Macii, E.. - (2025), pp. 15-19. (2025 23rd IEEE Interregional NEWCAS Conference (NEWCAS) Paris (FRA) 22-25 June 2025) [10.1109/newcas64648.2025.11107023]. | 1-gen-2025 | Malan, ErichPeluso, ValentinoCalimera, AndreaMacii, Enrico | NEWCAS_2025___Camera_Ready___Deadline_2_Maggio.pdf; Adaptive_Client_Participation_in_Budget-Constrained_Federated_Learning_with_Extreme_Label_Skew.pdf |
| Gradient-Aware Participation for Energy Reduction in Federated Learning with Extreme Label Skew / Malan, E., Peluso, V., Calimera, A., Macii, E.. - (2025). (International Joint Conference on Neural Networks (IJCNN) Rome (ITA) June 30-July 5, 2025) [10.1109/IJCNN64981.2025.11227886]. | 1-gen-2025 | Malan, ErichPeluso, ValentinoCalimera, AndreaMacii, Enrico | IJCNN_2025___Camera_Ready___Deadline_1_Maggio.pdf; Gradient-Aware_Participation_for_Energy_Reduction_in_Federated_Learning_with_Extreme_Label_Skew.pdf |
| Privacy-Preserving Federated Learning for Household Characteristic Identification / Malan, E., De Vizia, C., Castangia, M., Peluso, V., Calimera, A., Macii, E.. - (2025), pp. 2040-2045. (2025 IEEE 49th Annual Computers, Software, and Applications Conference (COMPSAC) Toronto ON (CAN) 08-11 July 2025) [10.1109/compsac65507.2025.00285]. | 1-gen-2025 | Malan, ErichDe Vizia, ClaudiaCastangia, MarcoPeluso, ValentinoCalimera, AndreaMacii, Enrico | 2025179413 1.pdf; Privacy-Preserving_Federated_Learning_for_Household_Characteristic_Identification.pdf |
| Draft & Refine: Efficient Resource Management in Federated Learning under Pathological Labels Skew / Malan, E., Peluso, V., Calimera, A., Macii, E.. - (2024), pp. 1-4. (International Conference on Electronics Circuits and Systems (ICECS) 2024 Nancy (FRA) 18-20 November 2024) [10.1109/ICECS61496.2024.10849333]. | 1-gen-2024 | Malan, ErichPeluso, ValentinoCalimera, AndreaMacii, Enrico | Draft_amp_Refine_Efficient_Resource_Management_in_Federated_Learning_under_Pathological_Labels_Skew.pdf |
| Private Tensor Freezing for an Efficient Federated Learning with Homomorphic Encryption / Peluso, V., Malan, E., Calimera, A., Macii, E.. - (2024), pp. 308-315. (International Conference on Computer Design (ICCD) 2024 Milan (ITA) 18-20 November 2024) [10.1109/ICCD63220.2024.00054]. | 1-gen-2024 | Peluso, ValentinoMalan, ErichCalimera, AndreaMacii, Enrico | Private_Tensor_Freezing_for_an_Efficient_Federated_Learning_with_Homomorphic_Encryption.pdf |
| Concurrent Pipeline Stages Optimization for Embedded Keyword Spotting / Zema, G., Peluso, V., Calimera, A., Macii, E.. - (2023), pp. 0427-0433. (World AI IoT Congress Seattle, WA (USA) 07-10 June 2023) [10.1109/AIIoT58121.2023.10174531]. | 1-gen-2023 | Zema, GiacomoPeluso, ValentinoCalimera, AndreaMacii, Enrico | Concurrent_Pipeline_Stages_Optimization_for_Embedded_Keyword_Spotting.pdf |
| Enabling DVFS Side-Channel Attacks for Neural Network Fingerprinting in Edge Inference Services / Malan, E., Peluso, V., Calimera, A., Macii, E.. - (2023), pp. 1-6. (International Symposium on Low Power Electronics and Design Vienna (AUT) 07-08 August 2023) [10.1109/ISLPED58423.2023.10244398]. | 1-gen-2023 | Malan, ErichPeluso, ValentinoCalimera, AndreaMacii, Enrico | ISLPED2023_cameraReady.pdf; Enabling_DVFS_Side-Channel_Attacks_for_Neural_Network_Fingerprinting_in_Edge_Inference_Services.pdf |
| AdapTTA: Adaptive Test-Time Augmentation for Reliable Embedded ConvNets / Mocerino, L., Rizzo, R.G., Peluso, V., Calimera, A., Macii, E.. - (2021), pp. 1-6. (International Conference on Very Large Scale Integration (VLSI-SoC) 4-7 Oct. 2021) [10.1109/VLSI-SoC53125.2021.9606980]. | 1-gen-2021 | Mocerino, LucaRizzo, Roberto G.Peluso, ValentinoCalimera, AndreaMacii, Enrico | Adaptive_Test_time_Augmentation____VLSI_SoC2021.pdf; AdapTTA_Adaptive_Test-Time_Augmentation_for_Reliable_Embedded_ConvNets.pdf |
| EAST: Encoding-Aware Sparse Training for Deep Memory Compression of ConvNets / Grimaldi, M., Peluso, V., Calimera, A.. - ELETTRONICO. - (2020), pp. 233-237. (IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS) ) [10.1109/AICAS48895.2020.9073979]. | 1-gen-2020 | Grimaldi, MatteoPeluso, ValentinoCalimera, Andrea | PID6298707.pdf; 09073979.pdf |
| Enabling monocular depth perception at the very edge / Peluso, V., Cipolletta, A., Calimera, A., Poggi, M., Tosi, F., Aleotti, F., Mattoccia, S.. - 2020:(2020), pp. 1581-1583. (2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2020 usa 2020) [10.1109/CVPRW50498.2020.00204]. | 1-gen-2020 | Peluso V.Cipolletta A.Calimera A.Aleotti F.Mattoccia S. + | 09150972.pdf; LPVCV_2020_postprint_iris.pdf |
| Optimization Tools for ConvNets on the Edge / Peluso, V., Macii, E., Calimera, A.. - ELETTRONICO. - (2020), pp. 204-205. (28th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SOC 2020 Salt Lake City, UT, USA 2020) [10.1109/VLSI-SOC46417.2020.9344075]. | 1-gen-2020 | Peluso V.MacIi E.Calimera A. | Optimization_Tools_for_ConvNets_on_the_Edge.pdf |
| Arbitrary-Precision Convolutional Neural Networks on Low-Power IoT Processors / Peluso, V., Grimaldi, M., Calimera, A.. - 2019-:(2019), pp. 142-147. (27th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2019 per 2019) [10.1109/VLSI-SoC.2019.8920341]. | 1-gen-2019 | Peluso V.Grimaldi M.Calimera A. | 8920341.pdf; main.pdf |
| Enabling Energy-Efficient Unsupervised Monocular Depth Estimation on ARMv7-Based Platforms / Peluso, V., Cipolletta, A., Calimera, A., Poggi, M., Tosi, F., Mattoccia, S.. - (2019), pp. 1703-1708. (22nd Design, Automation and Test in Europe Conference and Exhibition, DATE 2019 Firenze Fiera, ita 2019) [10.23919/DATE.2019.8714893]. | 1-gen-2019 | Peluso V.CIPOLLETTA, ANTONIOCalimera A. + | - |
| Inference on the Edge: Performance Analysis of an Image Classification Task Using Off-The-Shelf CPUs and Open-Source ConvNets / Peluso, V., Rizzo, R.G., Cipolletta, A., Calimera, A.. - (2019), pp. 454-459. (6th International Conference on Social Networks Analysis, Management and Security, SNAMS 2019 esp 2019) [10.1109/SNAMS.2019.8931889]. | 1-gen-2019 | Peluso V.Rizzo R. G.Cipolletta A.Calimera A. | SNAMS19.pdf; 08931889_snam.pdf |
| Integer ConvNets on embedded CPUs: Tools and performance assessment on the cortex-A cores / Peluso, V., Cipolletta, A., Vaiana, F., Calimera, A.. - (2019), pp. 598-601. (26th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2019 ita 2019) [10.1109/ICECS46596.2019.8965168]. | 1-gen-2019 | Peluso V.Cipolletta A.Vaiana F.Calimera A. | icecs19.pdf; ICECS19.pdf |
| On the Efficiency of Early Bird Sampling (EBS) an Error Detection-Correction Scheme for Data-Driven Voltage Over-Scaling / Rizzo, R.G., Peluso, V., Calimera, A., Zhou, J.. - 500:(2019), pp. 153-177. (25th IFIP WG 10.5/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2017, Abu Dhabi, United Arab Emirates, October 23–25, 2017, ) [10.1007/978-3-030-15663-3_8]. | 1-gen-2019 | Rizzo, Roberto G.Peluso, ValentinoCalimera, Andrea + | - |
| All-digital embedded meters for on-line power estimation / Jahier Pagliari, D., Peluso, V., Chen, Y., Calimera, A., Macii, E., Poncino, M.. - ELETTRONICO. - (2018), pp. 737-742. (2018 Design, Automation & Test in Europe Conference & Exhibition (DATE) Dresden, Germany 19-23 March 2018) [10.23919/DATE.2018.8342105]. | 1-gen-2018 | Jahier Pagliari, DanielePeluso, ValentinoChen, YukaiCalimera, AndreaMacii, EnricoPoncino, Massimo | 895_OutputPaper.pdf; All-digital_embedded_meters_for_on-line_power_estimation.pdf |
| Design-Space Exploration of Pareto-Optimal Architectures for Deep Learning with DVFS / Santoro, G., Casu, M.R., Peluso, V., Calimera, A., Alioto, M.. - (2018), pp. 1-5. (IEEE International Symposium on Circuits and Systems (ISCAS) ) [10.1109/ISCAS.2018.8351685]. | 1-gen-2018 | Santoro, GiuliaCasu, Mario R.Peluso, ValentinoCalimera, Andrea + | Calimera_design-space.pdf |
| Energy-Driven Precision Scaling for Fixed-Point ConvNets / Peluso, V., Calimera, A.. - (2018), pp. 113-118. (26th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2018 Verona (ITA) 08-10 October 2018) [10.1109/VLSI-SoC.2018.8644902]. | 1-gen-2018 | Peluso V.Calimera A. | - |
| Energy-performance design exploration of a low-power microprogrammed deep-learning accelerator / Santoro, G., Casu, M.R., Peluso, V., Calimera, A., Alioto, M.. - (2018), pp. 1151-1154. (Design, Automation & Test in Europe Conference & Exhibition (DATE) Dresden ) [10.23919/DATE.2018.8342185]. | 1-gen-2018 | Santoro, GiuliaCasu, Mario R.Peluso, ValentinoCalimera, Andrea + | Calimera-Energy-performance.pdf |