PELUSO, VALENTINO
PELUSO, VALENTINO
Dipartimento di Automatica e Informatica
032364
Draft & Refine: Efficient Resource Management in Federated Learning under Pathological Labels Skew
In corso di stampa Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico
Private Tensor Freezing for an Efficient Federated Learning with Homomorphic Encryption
In corso di stampa Peluso, Valentino; Malan, Erich; Calimera, Andrea; Macii, Enrico
Automatic Layer Freezing for Communication Efficiency in Cross-Device Federated Learning
2024 Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico; Montuschi, Paolo
Communication-Efficient Federated Learning with Gradual Layer Freezing
2023 Malan, Erich; Peluso, Valentino; 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
Energy-Quality Scalable Monocular Depth Estimation on Low-Power CPUs
2022 Cipolletta, Antonio; Peluso, Valentino; Calimera, Andrea; Poggi, Matteo; Tosi, Fabio; Aleotti, Filippo; Mattoccia, Stefano
Monocular Depth Perception on Microcontrollers for Edge Applications
2022 Peluso, Valentino; Cipolletta, Antonio; Calimera, Andrea; Poggi, Matteo; Tosi, Fabio; Aleotti, Filippo; Mattoccia, Stefano
On the Efficiency of AdapTTA: An Adaptive Test-Time Augmentation Strategy for Reliable Embedded ConvNets
2022 Mocerino, L; Rizzo, Rg; Peluso, V; Calimera, A; Macii, E
AdapTTA: Adaptive Test-Time Augmentation for Reliable Embedded ConvNets
2021 Mocerino, Luca; Rizzo, Roberto G.; Peluso, Valentino; Calimera, Andrea; Macii, Enrico
TVFS: Topology Voltage Frequency Scaling for Reliable Embedded ConvNets
2021 Rizzo, Roberto Giorgio; Peluso, Valentino; Calimera, Andrea
EAST: Encoding-Aware Sparse Training for Deep Memory Compression of ConvNets
2020 Grimaldi, Matteo; Peluso, Valentino; Calimera, Andrea
Efficacy of topology scaling for temperature and latency constrained embedded convnets
2020 Peluso, V.; Rizzo, R. G.; Calimera, A.
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, Valentino
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.
Energy-Accuracy Scalable Deep Convolutional Neural Networks: A Pareto Analysis
2019 Peluso, V.; Calimera, A.
Energy-Driven Precision Scaling for Fixed-Point ConvNets
2019 Peluso, V.; Calimera, A.
Citazione | Data di pubblicazione | Autori | File |
---|---|---|---|
Draft & Refine: Efficient Resource Management in Federated Learning under Pathological Labels Skew / Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico. - (In corso di stampa). (Intervento presentato al convegno International Conference on Electronics Circuits and Systems (ICECS) 2024). | In corso di stampa | Malan, ErichPeluso, ValentinoCalimera, AndreaMacii, Enrico | - |
Private Tensor Freezing for an Efficient Federated Learning with Homomorphic Encryption / Peluso, Valentino; Malan, Erich; Calimera, Andrea; Macii, Enrico. - (In corso di stampa). (Intervento presentato al convegno International Conference on Computer Design (ICCD) 2024). | In corso di stampa | Peluso, ValentinoMalan, ErichCalimera, AndreaMacii, Enrico | - |
Automatic Layer Freezing for Communication Efficiency in Cross-Device Federated Learning / Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico; Montuschi, Paolo. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 11:4(2024), pp. 6072-6083. [10.1109/JIOT.2023.3309691] | 1-gen-2024 | Malan, ErichPeluso, ValentinoCalimera, AndreaMacii, EnricoMontuschi, Paolo | Automatic_Layer_Freezing_for_Communication_Efficiency_in_Cross-Device_Federated_Learning.pdf; Automatic_Layer_Freezing_for_Communication_Efficiency_in_Cross-Device_Federated_Learning.pdf |
Communication-Efficient Federated Learning with Gradual Layer Freezing / Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico. - In: IEEE EMBEDDED SYSTEMS LETTERS. - ISSN 1943-0663. - 15:1(2023), pp. 25-28. [10.1109/LES.2022.3190682] | 1-gen-2023 | Erich MalanValentino PelusoAndrea CalimeraEnrico Macii | main.pdf; Communication-Efficient_Federated_Learning_With_Gradual_Layer_Freezing.pdf |
Concurrent Pipeline Stages Optimization for Embedded Keyword Spotting / Zema, Giacomo; Peluso, Valentino; Calimera, Andrea; Macii, Enrico. - (2023), pp. 0427-0433. (Intervento presentato al convegno World AI IoT Congress tenutosi a Seattle, WA (USA) nel 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, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico. - (2023), pp. 1-6. (Intervento presentato al convegno International Symposium on Low Power Electronics and Design tenutosi a Vienna (AUT) nel 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 |
Energy-Quality Scalable Monocular Depth Estimation on Low-Power CPUs / Cipolletta, Antonio; Peluso, Valentino; Calimera, Andrea; Poggi, Matteo; Tosi, Fabio; Aleotti, Filippo; Mattoccia, Stefano. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 9:1(2022), pp. 25-36. [10.1109/JIOT.2021.3080827] | 1-gen-2022 | Cipolletta, AntonioPeluso, ValentinoCalimera, AndreaTosi, FabioMattoccia, Stefano + | main.pdf; Energy-Quality_Scalable_Monocular_Depth_Estimation_on_Low-Power_CPUs.pdf |
Monocular Depth Perception on Microcontrollers for Edge Applications / Peluso, Valentino; Cipolletta, Antonio; Calimera, Andrea; Poggi, Matteo; Tosi, Fabio; Aleotti, Filippo; Mattoccia, Stefano. - In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY. - ISSN 1051-8215. - 32:3(2022), pp. 1524-1536. [10.1109/TCSVT.2021.3077395] | 1-gen-2022 | Peluso, ValentinoCipolletta, AntonioCalimera, AndreaTosi, FabioMattoccia, Stefano + | main_iris.pdf; Monocular_Depth_Perception_on_Microcontrollers_for_Edge_Applications.pdf |
On the Efficiency of AdapTTA: An Adaptive Test-Time Augmentation Strategy for Reliable Embedded ConvNets / Mocerino, L; Rizzo, Rg; Peluso, V; Calimera, A; Macii, E (IFIP ADVANCES IN INFORMATION AND COMMUNICATION TECHNOLOGY). - In: VLSI-SoC: Technology Advancement on SoC Design / Grimblatt V., Hong Chang C., Reis R., Chattopadhyay A., Calimera A.. - Cham, Switzerland : SPRINGER INTERNATIONAL PUBLISHING AG, 2022. - ISBN 978-3-031-16817-8. - pp. 1-23 [10.1007/978-3-031-16818-5_1] | 1-gen-2022 | Mocerino, LRizzo, RGPeluso, VCalimera, AMacii, E | AdapTTA___Book_Chapter_for_paper_53_revised_1.pdf |
AdapTTA: Adaptive Test-Time Augmentation for Reliable Embedded ConvNets / Mocerino, Luca; Rizzo, Roberto G.; Peluso, Valentino; Calimera, Andrea; Macii, Enrico. - (2021), pp. 1-6. (Intervento presentato al convegno International Conference on Very Large Scale Integration (VLSI-SoC) nel 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 |
TVFS: Topology Voltage Frequency Scaling for Reliable Embedded ConvNets / Rizzo, Roberto Giorgio; Peluso, Valentino; Calimera, Andrea. - In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS. - ISSN 1549-7747. - 68:2(2021), pp. 672-676. [10.1109/TCSII.2020.3017538] | 1-gen-2021 | Rizzo, Roberto GiorgioPeluso, ValentinoCalimera, Andrea | FINAL VERSION.pdf; 09170585.pdf |
EAST: Encoding-Aware Sparse Training for Deep Memory Compression of ConvNets / Grimaldi, Matteo; Peluso, Valentino; Calimera, Andrea. - ELETTRONICO. - (2020), pp. 233-237. (Intervento presentato al convegno 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 |
Efficacy of topology scaling for temperature and latency constrained embedded convnets / Peluso, V.; Rizzo, R. G.; Calimera, A.. - In: JOURNAL OF LOW POWER ELECTRONICS AND APPLICATIONS. - ISSN 2079-9268. - 10:1(2020), p. 10. [10.3390/jlpea10010010] | 1-gen-2020 | Peluso V.Rizzo R. G.Calimera A. | jlpea-10-00010-v2 (1).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. (Intervento presentato al convegno 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2020 tenutosi a usa nel 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, Valentino. - (2020 Sep 03), pp. 1-158. | 3-set-2020 | PELUSO, VALENTINO | conv_phd_thesis___final_submission.pdf; conv_sintesi.pdf |
Optimization Tools for ConvNets on the Edge / Peluso, V.; Macii, E.; Calimera, A.. - ELETTRONICO. - (2020), pp. 204-205. (Intervento presentato al convegno 28th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SOC 2020 tenutosi a Salt Lake City, UT, USA nel 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. (Intervento presentato al convegno 27th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2019 tenutosi a per nel 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, Antonio; Calimera, A.; Poggi, M.; Tosi, F.; Mattoccia, S.. - (2019), pp. 1703-1708. (Intervento presentato al convegno 22nd Design, Automation and Test in Europe Conference and Exhibition, DATE 2019 tenutosi a Firenze Fiera, ita nel 2019) [10.23919/DATE.2019.8714893]. | 1-gen-2019 | Peluso V.CIPOLLETTA, ANTONIOCalimera A. + | - |
Energy-Accuracy Scalable Deep Convolutional Neural Networks: A Pareto Analysis / Peluso, V.; Calimera, A. (IFIP ADVANCES IN INFORMATION AND COMMUNICATION TECHNOLOGY). - In: VLSI-SoC: Design and Engineering of Electronics Systems Based on New Computing ParadigmsSTAMPA. - [s.l] : Springer, 2019. - ISBN 978-3-030-23424-9. - pp. 107-127 [10.1007/978-3-030-23425-6_6] | 1-gen-2019 | Peluso V.Calimera A. | - |
Energy-Driven Precision Scaling for Fixed-Point ConvNets / Peluso, V.; Calimera, A.. - 2018-:(2019), pp. 113-118. (Intervento presentato al convegno 26th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2018 tenutosi a ita nel 2018) [10.1109/VLSI-SoC.2018.8644902]. | 1-gen-2019 | Peluso V.Calimera A. | - |