Giuseppe Tagliavini

Most-cited papers

Mr.Wolf: An Energy-Precision Scalable Parallel Ultra Low Power SoC for IoT Edge Processing
A. Pullini, D. Rossi, Igor Loi, Giuseppe Tagliavini +1 more
2019IEEE Journal of Solid-State Circuits157 citations Open access
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DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs
A. Burrello, Angelo Garofalo, Nazareno Bruschi, Giuseppe Tagliavini +2 more
2020IEEE transactions on computers142 citations Open access
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Vega: A Ten-Core SoC for IoT Endnodes With DNN Acceleration and Cognitive Wake-Up From MRAM-Based State-Retentive Sleep Mode
D. Rossi, Francesco Conti, M. Eggimann, Alfio Di Mauro +8 more
2021IEEE Journal of Solid-State Circuits122 citations Open access
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PULP: A parallel ultra low power platform for next generation IoT applications
D. Rossi, Francesco Conti, A. Marongiu, A. Pullini +6 more
2015IEEE Hot Chips Symposium121 citations Open access
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A transprecision floating-point platform for ultra-low power computing
Giuseppe Tagliavini, S. Mach, D. Rossi, A. Marongiu +1 more
2017Design, Automation and Test in Europe111 citations Open access
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The transprecision computing paradigm: Concept, design, and applications
A. C. I. Malossi, Michael Schaffner, A. Molnos, L. Gammaitoni +6 more
2018Design, Automation and Test in Europe78 citations Open access
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XpulpNN: Accelerating Quantized Neural Networks on RISC-V Processors Through ISA Extensions
Angelo Garofalo, Giuseppe Tagliavini, Francesco Conti, D. Rossi +1 more
2020Design, Automation and Test in Europe72 citations Open access
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GVSoC: A Highly Configurable, Fast and Accurate Full-Platform Simulator for RISC-V based IoT Processors
Nazareno Bruschi, Germain Haugou, Giuseppe Tagliavini, Francesco Conti +2 more
2021ICCD58 citations Open access
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BioWolf: A Sub-10-mW 8-Channel Advanced Brain–Computer Interface Platform With a Nine-Core Processor and BLE Connectivity
V. Kartsch, Giuseppe Tagliavini, M. Guermandi, S. Benatti +2 more
2019IEEE Transactions on Biomedical Circuits and Systems48 citations Open access
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XpulpNN: Enabling Energy Efficient and Flexible Inference of Quantized Neural Networks on RISC-V Based IoT End Nodes
Angelo Garofalo, Giuseppe Tagliavini, Francesco Conti, L. Benini +1 more
2020IEEE Transactions on Emerging Topics in Computing44 citations Open access
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4.4 A 1.3TOPS/W @ 32GOPS Fully Integrated 10-Core SoC for IoT End-Nodes with 1.7μW Cognitive Wake-Up From MRAM-Based State-Retentive Sleep Mode
Davide Rossi, F. Conti, M. Eggiman, S. Mach +8 more
2021IEEE International Solid-State Circuits Conference43 citations Open access
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A Mixed-Precision RISC-V Processor for Extreme-Edge DNN Inference
G. Ottavi, Angelo Garofalo, Giuseppe Tagliavini, Francesco Conti +2 more
2020IEEE Computer Society Annual Symposium on VLSI41 citations Open access
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DNN Is Not All You Need: Parallelizing Non-neural ML Algorithms on Ultra-low-power IoT Processors
Enrico Tabanelli, Giuseppe Tagliavini, L. Benini
2021ACM Transactions on Embedded Computing Systems35 citations Open access
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Enabling mixed-precision quantized neural networks in extreme-edge devices
Nazareno Bruschi, Angelo Garofalo, Francesco Conti, Giuseppe Tagliavini +1 more
2020ACM International Conference on Computing Frontiers35 citations Open access
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A Transprecision Floating-Point Architecture for Energy-Efficient Embedded Computing
S. Mach, D. Rossi, Giuseppe Tagliavini, A. Marongiu +1 more
2018International Symposium on Circuits and Systems35 citations Open access
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Dustin: A 16-Cores Parallel Ultra-Low-Power Cluster With 2b-to-32b Fully Flexible Bit-Precision and Vector Lockstep Execution Mode
G. Ottavi, Angelo Garofalo, Giuseppe Tagliavini, Francesco Conti +3 more
2022IEEE Transactions on Circuits and Systems Part 1: Regular Papers32 citations Open access
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FlexFloat: A Software Library for Transprecision Computing
Giuseppe Tagliavini, A. Marongiu, L. Benini
2020IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems30 citations Open access
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Unleashing Fine-Grained Parallelism on Embedded Many-Core Accelerators with Lightweight OpenMP Tasking
Giuseppe Tagliavini, Daniel Cesarini, A. Marongiu
2018IEEE Transactions on Parallel and Distributed Systems29 citations Open access
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Exploring architectural heterogeneity in intelligent vision systems
Nanchini Chandramoorthy, Giuseppe Tagliavini, Kevin M. Irick, A. Pullini +6 more
2015International Symposium on High-Performance Computer Architecture29 citations
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Towards Long-term Non-invasive Monitoring for Epilepsy via Wearable EEG Devices
T. Ingolfsson, A. Cossettini, Xiaying Wang, Enrico Tabanelli +4 more
2021Biomedical Circuits and Systems Conference28 citations Open access
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Energy efficient parallel computing on the PULP platform with support for OpenMP
D. Rossi, Igor Loi, Francesco Conti, Giuseppe Tagliavini +2 more
2014IEEE Convention of Electrical and Electronics Engineers in Israel28 citations Open access
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PULP-TrainLib: Enabling On-Device Training for RISC-V Multi-core MCUs Through Performance-Driven Autotuning
D. Nadalini, Manuele Rusci, Giuseppe Tagliavini, Leonardo Ravaglia +2 more
2022International Conference / Workshop on Embedded Computer Systems: Architectures, Modeling and Simulation27 citations Open access
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Design and Evaluation of SmallFloat SIMD extensions to the RISC-V ISA
Giuseppe Tagliavini, S. Mach, D. Rossi, A. Marongiu +1 more
2019Design, Automation and Test in Europe26 citations Open access
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Enabling fine-grained OpenMP tasking on tightly-coupled shared memory clusters
Paolo Burgio, Giuseppe Tagliavini, A. Marongiu, L. Benini
2013Design, Automation and Test in Europe26 citations Open access
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TRANSPIRE: An energy-efficient TRANSprecision floating-point Programmable archItectuRE
R. Prasad, Satyajit Das, Kevin J. M. Martin, Giuseppe Tagliavini +3 more
2020Design, Automation and Test in Europe25 citations Open access
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Simplifying Many-Core-Based Heterogeneous SoC Programming With Offload Directives
A. Marongiu, Alessandro Capotondi, Giuseppe Tagliavini, L. Benini
2015IEEE Transactions on Industrial Informatics22 citations Open access
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Improving the programmability of STHORM-based heterogeneous systems with offload-enabled OpenMP
A. Marongiu, Alessandro Capotondi, Giuseppe Tagliavini, L. Benini
2013MES22 citations Open access
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XpulpNN: Enabling Energy Efficient and Flexible Inference of Quantized Neural Networks on RISC-V based IoT End Nodes
Angelo Garofalo, Giuseppe Tagliavini, Francesco Conti, L. Benini +1 more
2021IEEE Symposium on Computer Arithmetic20 citations
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ADRENALINE: An OpenVX Environment to Optimize Embedded Vision Applications on Many-core Accelerators
Giuseppe Tagliavini, Germain Haugou, A. Marongiu, L. Benini
20152015 IEEE 9th International Symposium on Embedded Multicore/Many-core Systems-on-Chip19 citations Open access
Semantic Scholar
OpenBioNER: Lightweight Open-Domain Biomedical Named Entity Recognition Through Entity Type Description
Alessio Cocchieri, Giacomo Frisoni, Marcos Martínez Galindo, Gianluca Moro +2 more
2025North American Chapter of the Association for Computational Linguistics18 citations Open access
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Optimizing Random Forest-Based Inference on RISC-V MCUs at the Extreme Edge
Enrico Tabanelli, Giuseppe Tagliavini, L. Benini
2022IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems18 citations Open access
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Energy-Efficient Hardware-Accelerated Synchronization for Shared-L1-Memory Multiprocessor Clusters
Florian Glaser, Giuseppe Tagliavini, D. Rossi, Germain Haugou +2 more
2020IEEE Transactions on Parallel and Distributed Systems18 citations Open access
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A Low-Power Transprecision Floating-Point Cluster for Efficient Near-Sensor Data Analytics
Fabio Montagna, S. Mach, S. Benatti, Angelo Garofalo +4 more
2020IEEE Transactions on Parallel and Distributed Systems17 citations Open access
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A 1.15 TOPS/W, 16-Cores Parallel Ultra-Low Power Cluster with 2b-to-32b Fully Flexible Bit-Precision and Vector Lockstep Execution Mode
Angelo Garofalo, G. Ottavi, Alfio Di Mauro, Francesco Conti +3 more
2021European Solid-State Circuits Conference15 citations Open access
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HW/SW approaches for RISC-V code size reduction
Matteo Perotti, Pasquale Davide Schiavone, Giuseppe Tagliavini, D. Rossi +4 more
202015 citations
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Unobtrusive Multimodal Monitoring of Physiological Signals for Driver State Analysis
Andrea Amidei, Pierangelo Maria Rapa, Giuseppe Tagliavini, Roberto Rabbeni +3 more
2025IEEE Sensors Journal14 citations Open access
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HULK-V: a Heterogeneous Ultra-low-power Linux capable RISC-V SoC
Luca Valente, Yvan Tortorella, Mattia Sinigaglia, Giuseppe Tagliavini +3 more
2022Design, Automation and Test in Europe14 citations Open access
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Optimizing memory bandwidth in OpenVX graph execution on embedded many-core accelerators
Giuseppe Tagliavini, Germain Haugou, L. Benini
2014Proceedings of the 2014 Conference on Design and Architectures for Signal and Image Processing14 citations
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Optimizing memory bandwidth exploitation for OpenVX applications on embedded many-core accelerators
Giuseppe Tagliavini, Germain Haugou, A. Marongiu, L. Benini
2018Journal of Real-Time Image Processing13 citations Open access
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Combining learning and optimization for transprecision computing
Andrea Borghesi, Giuseppe Tagliavini, M. Lombardi, L. Benini +1 more
2020ACM International Conference on Computing Frontiers11 citations Open access
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Maestro: A 302 GFLOPS/W and 19.8GFLOPS RISC-V Vector-Tensor Architecture for Wearable Ultrasound Edge Computing
Mattia Sinigaglia, Amirhossein Kiamarzi, Marco Bertuletti, Luigi Ghionda +10 more
2025IEEE Transactions on Circuits and Systems Part 1: Regular Papers10 citations Open access
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MPOpt-Cell: a high-performance data-flow programming environment for the CELL BE processor
A. Franceschelli, Paolo Burgio, Giuseppe Tagliavini, A. Marongiu +5 more
2011ACM International Conference on Computing Frontiers9 citations Open access
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Synergistic HW/SW Approximation Techniques for Ultralow-Power Parallel Computing
Giuseppe Tagliavini, D. Rossi, A. Marongiu, L. Benini
2018IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems8 citations Open access
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Always-on motion detection with application-level error control on a near-threshold approximate computing platform
Giuseppe Tagliavini, A. Marongiu, D. Rossi, L. Benini
2016International Conference on Electronics, Circuits, and Systems7 citations Open access
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QR-PULP: Streamlining QR Decomposition for RISC-V Parallel Ultra-Low-Power Platforms
Amirhossein Kiamarzi, Davide Rossi, Giuseppe Tagliavini
2024ACM International Conference on Computing Frontiers6 citations
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ANGELS - Smart Steering Wheel for Driver Safety
Andrea Amidei, Pierangelo Maria Rapa, Giuseppe Tagliavini, Roberto Rabbeni +2 more
2023International Workshop on Advances in Sensors and Interfaces6 citations Open access
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Scale up your In-Memory Accelerator: Leveraging Wireless-on-Chip Communication for AIMC-based CNN Inference
Nazareno Bruschi, Giuseppe Tagliavini, Francesco Conti, S. Abadal +6 more
2022International Conference on Artificial Intelligence Circuits and Systems6 citations Open access
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Source Code Classification for Energy Efficiency in Parallel Ultra Low-Power Microcontrollers
Emanuele Parisi, Francesco Barchi, Andrea Bartolini, Giuseppe Tagliavini +1 more
2020Design, Automation and Test in Europe6 citations Open access
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Enabling OpenVX support in mW-scale parallel accelerators
Giuseppe Tagliavini, Germain Haugou, A. Marongiu, L. Benini
2016International Conference on Compilers, Architecture, and Synthesis for Embedded Systems6 citations Open access
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Synergistic Architecture and Programming Model Support for Approximate Micropower Computing
Giuseppe Tagliavini, D. Rossi, A. Marongiu, L. Benini
2015IEEE Computer Society Annual Symposium on VLSI6 citations Open access
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