Luca Benini

ORCID

Publication Activity (10 Years)

Years Active: 1994-2024
Publications (10 Years): 906

Top Venues

Publications

Marcello Zanghieri, Fabrizio Indirli, Antonio Latella, Giacomo Michele Puglia, Felice Tecce, Francesco Papariello, Giulio Urlini, Luca Benini, Francesco Conti
An Extreme-Edge TCN-Based Low-Latency Collision-Avoidance Safety System for Industrial Machinery. IEEE Access 12 (2024)
Samuel Riedel, Marc Gantenbein, Alessandro Ottaviano, Torsten Hoefler, Luca Benini
LRSCwait: Enabling Scalable and Efficient Synchronization in Manycore Systems through Polling-Free and Retry-Free Operation. CoRR (2024)
Luca Valente, Alessandro Nadalini, Asif Veeran, Mattia Sinigaglia, Bruno Sá, Nils Wistoff, Yvan Tortorella, Simone Benatti, Rafail Psiakis, Ari Kulmala, Baker Mohammad, Sandro Pinto, Daniele Palossi, Luca Benini, Davide Rossi
A Heterogeneous RISC-V based SoC for Secure Nano-UAV Navigation. CoRR (2024)
Philipp Mayer, Michele Magno, Luca Benini
Self-Sustaining Ultrawideband Positioning System for Event-Driven Indoor Localization. IEEE Internet Things J. 11 (1) (2024)
Thomas Benz, Michael Rogenmoser, Paul Scheffler, Samuel Riedel, Alessandro Ottaviano, Andreas Kurth, Torsten Hoefler, Luca Benini
A High-Performance, Energy-Efficient Modular DMA Engine Architecture. IEEE Trans. Computers 73 (1) (2024)
Elena Ferro, Athanasios Vasilopoulos, Corey Lammie, Manuel Le Gallo, Luca Benini, Irem Boybat, Abu Sebastian
A Precision-Optimized Fixed-Point Near-Memory Digital Processing Unit for Analog In-Memory Computing. CoRR (2024)
Francesco Conti, Gianna Paulin, Angelo Garofalo, Davide Rossi, Alfio Di Mauro, Georg Rutishauser, Gianmarco Ottavi, Manuel Eggimann, Hayate Okuhara, Luca Benini
Marsellus: A Heterogeneous RISC-V AI-IoT End-Node SoC With 2-8 b DNN Acceleration and 30%-Boost Adaptive Body Biasing. IEEE J. Solid State Circuits 59 (1) (2024)
Samuele Ruffino, Geethan Karunaratne, Michael Hersche, Luca Benini, Abu Sebastian, Abbas Rahimi
Zero-shot Classification using Hyperdimensional Computing. CoRR (2024)
Matteo Perotti, Yichao Zhang, Matheus A. Cavalcante, Enis Mustafa, Luca Benini
MX: Enhancing RISC-V's Vector ISA for Ultra-Low Overhead, Energy-Efficient Matrix Multiplication. CoRR (2024)
Luca Valente, Francesco Restuccia, Davide Rossi, Ryan Kastner, Luca Benini
TOP: Towards Open & Predictable Heterogeneous SoCs. CoRR (2024)
Sergio Mazzola, Gabriele Ara, Thomas Benz, Björn Forsberg, Tommaso Cucinotta, Luca Benini
Data-Driven Power Modeling and Monitoring via Hardware Performance Counters Tracking. CoRR (2024)
Sergei Vostrikov, Thorir Mar Ingolfsson, Soley Hafthorsdottir, Christoph Leitner, Michele Magno, Luca Benini, Andrea Cossettini
A Muscle Pennation Angle Estimation Framework From Raw Ultrasound Data for Wearable Biomedical Instrumentation. IEEE Trans. Instrum. Meas. 73 (2024)
Marco Bertuletti, Samuel Riedel, Yichao Zhang, Alessandro Vanelli-Coralli, Luca Benini
Fast Shared-Memory Barrier Synchronization for a 1024-Cores RISC-V Many-Core Cluster. SAMOS (2023)
Sergio Mazzola, Thomas Benz, Björn Forsberg, Luca Benini
A Data-Driven Approach to Lightweight DVFS-Aware Counter-Based Power Modeling for Heterogeneous Platforms. CoRR (2023)
Gamze Islamoglu, Moritz Scherer, Gianna Paulin, Tim Fischer, Victor J. B. Jung, Angelo Garofalo, Luca Benini
ITA: An Energy-Efficient Attention and Softmax Accelerator for Quantized Transformers. ISLPED (2023)
Vikram Jain, Matheus A. Cavalcante, Nazareno Bruschi, Michael Rogenmoser, Thomas Benz, Andreas Kurth, Davide Rossi, Luca Benini, Marian Verhelst
PATRONoC: Parallel AXI Transport Reducing Overhead for Networks-on-Chip targeting Multi-Accelerator DNN Platforms at the Edge. CoRR (2023)
Mahyar Pourjabar, Manuele Rusci, Luca Bompani, Lorenzo Lamberti, Vlad Niculescu, Daniele Palossi, Luca Benini
Multi-sensory Anti-collision Design for Autonomous Nano-swarm Exploration. ICECS (2023)
Yannick Schnider, Stanislaw Wozniak, Mathias Gehrig, Jules Lecomte, Axel von Arnim, Luca Benini, Davide Scaramuzza, Angeliki Pantazi
Neuromorphic Optical Flow and Real-time Implementation with Event Cameras. CVPR Workshops (2023)
Angelo Garofalo, Yvan Tortorella, Matteo Perotti, Luca Valente, Alessandro Nadalini, Luca Benini, Davide Rossi, Francesco Conti
DARKSIDE: A Heterogeneous RISC-V Compute Cluster for Extreme-Edge On-Chip DNN Inference and Training. CoRR (2023)
Chi Zhang, Paul Scheffler, Thomas Benz, Matteo Perotti, Luca Benini
AXI-Pack: Near-Memory Bus Packing for Bandwidth-Efficient Irregular Workloads. DATE (2023)
Jonas Kühne, Michele Magno, Luca Benini
A Fast and Accurate Optical Flow Camera for Resource-Constrained Edge Applications. IWASI (2023)
Sebastian Frey, Marco Guermandi, Simone Benatti, Victor Javier Kartsch, Andrea Cossettini, Luca Benini
BioGAP: a 10-Core FP-capable Ultra-Low Power IoT Processor, with Medical-Grade AFE and BLE Connectivity for Wearable Biosignal Processing. CoRR (2023)
Sebastian Frey, Victor Javier Kartsch, Christoph Leitner, Andrea Cossettini, Sergei Vostrikov, Simone Benatti, Luca Benini
A Wearable Ultra-Low-Power sEMG-Triggered Ultrasound System for Long-Term Muscle Activity Monitoring. CoRR (2023)
Carl Friess, Vlad Niculescu, Tommaso Polonelli, Michele Magno, Luca Benini
Fully Onboard SLAM for Distributed Mapping with a Swarm of Nano-Drones. CoRR (2023)
Michael Rogenmoser, Luca Benini
Trikarenos: A Fault-Tolerant RISC-V-based Microcontroller for CubeSats in 28nm. CoRR (2023)
Bruno Sá, Luca Valente, José Martins, Davide Rossi, Luca Benini, Sandro Pinto
CVA6 RISC-V Virtualization: Architecture, Microarchitecture, and Design Space Exploration. IEEE Trans. Very Large Scale Integr. Syst. 31 (11) (2023)
Georg Rutishauser, Francesco Conti, Luca Benini
Free Bits: Latency Optimization of Mixed-Precision Quantized Neural Networks on the Edge. AICAS (2023)
Michael Hersche, Mustafa Zeqiri, Luca Benini, Abu Sebastian, Abbas Rahimi
A neuro-vector-symbolic architecture for solving Raven's progressive matrices. Nat. Mac. Intell. 5 (4) (2023)
Elia Cereda, Luca Crupi, Matteo Risso, Alessio Burrello, Luca Benini, Alessandro Giusti, Daniele Jahier Pagliari, Daniele Palossi
Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVs. ICRA (2023)
Alessio Burrello, Matteo Risso, Noemi Tomasello, Yukai Chen, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari
Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate Estimation. DATE (2023)
Tommaso Polonelli, Amirhossein Moallemi, Weikang Kong, Hanna Müller, Julien Deparday, Michele Magno, Luca Benini
A Self-Sustainable and Micro-Second Time Synchronized Multi-Node Wireless System for Aerodynamic Monitoring on Wind Turbines. IEEE Access 11 (2023)
Gamze Islamoglu, Moritz Scherer, Gianna Paulin, Tim Fischer, Victor J. B. Jung, Angelo Garofalo, Luca Benini
ITA: An Energy-Efficient Attention and Softmax Accelerator for Quantized Transformers. CoRR (2023)
Samuel Riedel, Matheus A. Cavalcante, Renzo Andri, Luca Benini
MemPool: A Scalable Manycore Architecture With a Low-Latency Shared L1 Memory. IEEE Trans. Computers 72 (12) (2023)
Aleksandar Terzic, Michael Hersche, Geethan Karunaratne, Luca Benini, Abu Sebastian, Abbas Rahimi
TCNCA: Temporal Convolution Network with Chunked Attention for Scalable Sequence Processing. CoRR (2023)
Luka Macan, Alessio Burrello, Luca Benini, Francesco Conti
WIP: Automatic DNN Deployment on Heterogeneous Platforms: the GAP9 Case Study. CASES (2023)
Samuel Riedel, Matheus A. Cavalcante, Manos Frouzakis, Domenic Wüthrich, Enis Mustafa, Arlind Billa, Luca Benini
MinPool: A 16-core NUMA-L1 Memory RISC-V Processor Cluster for Always-on Image Processing in 65nm CMOS. ICECS (2023)
Jonas Kühne, Michele Magno, Luca Benini
Parallelizing Optical Flow Estimation on an Ultra-Low Power RISC-V Cluster for Nano-UAV Navigation. CoRR (2023)
Carl Brander, Cristian Cioflan, Vlad Niculescu, Hanna Müller, Tommaso Polonelli, Michele Magno, Luca Benini
Improving Data-Scarce Image Classification Through Multimodal Synthetic Data Pretraining. SAS (2023)
Nicolas Menet, Michael Hersche, Geethan Karunaratne, Luca Benini, Abu Sebastian, Abbas Rahimi
MIMONets: Multiple-Input-Multiple-Output Neural Networks Exploiting Computation in Superposition. NeurIPS (2023)
Patrick Iff, Maciej Besta, Matheus A. Cavalcante, Tim Fischer, Luca Benini, Torsten Hoefler
Sparse Hamming Graph: A Customizable Network-on-Chip Topology. DAC (2023)
Alessio Burrello, Matteo Risso, Noemi Tomasello, Yukai Chen, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari
Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate Estimation. CoRR (2023)
Gianmarco Ottavi, Angelo Garofalo, Giuseppe Tagliavini, Francesco Conti, Alfio Di Mauro, Luca Benini, Davide Rossi
Dustin: A 16-Cores Parallel Ultra-Low-Power Cluster With 2b-to-32b Fully Flexible Bit-Precision and Vector Lockstep Execution Mode. IEEE Trans. Circuits Syst. I Regul. Pap. 70 (6) (2023)
Nicolas Menet, Michael Hersche, Geethan Karunaratne, Luca Benini, Abu Sebastian, Abbas Rahimi
MIMONets: Multiple-Input-Multiple-Output Neural Networks Exploiting Computation in Superposition. CoRR (2023)
Chen Xie, Alessio Burrello, Francesco Daghero, Luca Benini, Andrea Calimera, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari
Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference. Sensors 23 (4) (2023)
Moritz Scherer, Alfio Di Mauro, Tim Fischer, Georg Rutishauser, Luca Benini
TCN-CUTIE: A 1, 036-TOp/s/W, 2.72-µJ/Inference, 12.2-mW All-Digital Ternary Accelerator in 22-nm FDX Technology. IEEE Micro 43 (1) (2023)
Marcello Zanghieri, Mattia Orlandi, Elisa Donati, Emanuele Gruppioni, Luca Benini, Simone Benatti
Online Unsupervised Arm Posture Adaptation for sEMG-based Gesture Recognition on a Parallel Ultra-Low-Power Microcontroller. BioCAS (2023)
Paul Scheffler, Florian Zaruba, Fabian Schuiki, Torsten Hoefler, Luca Benini
Sparse Stream Semantic Registers: A Lightweight ISA Extension Accelerating General Sparse Linear Algebra. CoRR (2023)
Elia Cereda, Luca Crupi, Matteo Risso, Alessio Burrello, Luca Benini, Alessandro Giusti, Daniele Jahier Pagliari, Daniele Palossi
Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVs. CoRR (2023)
Matteo Risso, Alessio Burrello, Giuseppe Maria Sarda, Luca Benini, Enrico Macii, Massimo Poncino, Marian Verhelst, Daniele Jahier Pagliari
Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference. ISLPED (2023)
MohammadHossein AskariHemmat, Theo Dupuis, Yoan Fournier, Nizar El Zarif, Matheus A. Cavalcante, Matteo Perotti, Frank K. Gürkaynak, Luca Benini, François Leduc-Primeau, Yvon Savaria, Jean-Pierre David
Quark: An Integer RISC-V Vector Processor for Sub-Byte Quantized DNN Inference. CoRR (2023)
Sizhen Bian, Lukas Schulthess, Georg Rutishauser, Alfio Di Mauro, Luca Benini, Michele Magno
ColibriUAV: An Ultra-Fast, Energy-Efficient Neuromorphic Edge Processing UAV-Platform with Event-Based and Frame-Based Cameras. CoRR (2023)
Markus Ulbricht, Yvan Tortorella, Michael Rogenmoser, Li Lu, Junchao Chen, Francesco Conti, Milos Krstic, Luca Benini
PULP Fiction No More - Dependable PULP Systems for Space. ETS (2023)
Chi Zhang, Paul Scheffler, Thomas Benz, Matteo Perotti, Luca Benini
Near-Memory Parallel Indexing and Coalescing: Enabling Highly Efficient Indirect Access for SpMV. CoRR (2023)
Marcello Zanghieri, Simone Benatti, Luca Benini, Elisa Donati
Event-based Low-Power and Low-Latency Regression Method for Hand Kinematics from Surface EMG. IWASI (2023)
Hanna Müller, Nicky Zimmerman, Tommaso Polonelli, Michele Magno, Jens Behley, Cyrill Stachniss, Luca Benini
Fully On-board Low-Power Localization with Multizone Time-of-Flight Sensors on Nano-UAVs. DATE (2023)
Georg Rutishauser, Robin Hunziker, Alfio Di Mauro, Sizhen Bian, Luca Benini, Michele Magno
ColibriES: A Milliwatts RISC-V Based Embedded System Leveraging Neuromorphic and Neural Networks Hardware Accelerators for Low-Latency Closed-loop Control Applications. CoRR (2023)
Tommaso Polonelli, Casimir Feldmann, Vlad Niculescu, Hanna Müller, Michele Magno, Luca Benini
Towards Robust and Efficient On-board Mapping for Autonomous Miniaturized UAVs. IWASI (2023)
Mattia Orlandi, Pierangelo Maria Rapa, Marcello Zanghieri, Sebastian Frey, Victor Javier Kartsch, Luca Benini, Simone Benatti
An Adaptive Dynamic Mixing Model for sEMG Real-Time ICA on an Ultra-Low Power Processor. BioCAS (2023)
Alessio Burrello, Matteo Risso, Beatrice Alessandra Motetti, Enrico Macii, Luca Benini, Daniele Jahier Pagliari
Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices. CoRR (2023)
Arpan Suravi Prasad, Luca Benini, Francesco Conti
Specialization meets Flexibility: a Heterogeneous Architecture for High-Efficiency, High-flexibility AR/VR Processing. DAC (2023)
Alessandro Ottaviano, Robert Balas, Giovanni Bambini, Antonio del Vecchio, Maicol Ciani, Davide Rossi, Luca Benini, Andrea Bartolini
ControlPULP: A RISC-V On-Chip Parallel Power Controller for Many-Core HPC Processors with FPGA-Based Hardware-In-The-Loop Power and Thermal Emulation. CoRR (2023)
Alessandro Nadalini, Georg Rutishauser, Alessio Burrello, Nazareno Bruschi, Angelo Garofalo, Luca Benini, Francesco Conti, Davide Rossi
A 3 TOPS/W RISC-V Parallel Cluster for Inference of Fine-Grain Mixed-Precision Quantized Neural Networks. CoRR (2023)
Luca Benini
From Nano-Drones to Cars - A RISC-V Open Platform for next-generation Vehicles. IWASI (2023)
Francesco Conti, Davide Rossi, Gianna Paulin, Anaelo Garofalo, Alfio Di Mauro, Georg Rutishauer, Gianmarco Ottavi, Manuel Eggimann, Hayate Okuhara, Vincent Huard, Olivier Montfort, Lionel Jure, Nils Exibard, Pascal Gouedo, Mathieu Louvat, Emmanuel Botte, Luca Benini
A 12.4TOPS/W @ 136GOPS AI-IoT System-on-Chip with 16 RISC-V, 2-to-8b Precision-Scalable DNN Acceleration and 30%-Boost Adaptive Body Biasing. ISSCC (2023)
Patrick Iff, Benigna Bruggmann, Maciej Besta, Luca Benini, Torsten Hoefler
RapidChiplet: A Toolchain for Rapid Design Space Exploration of Chiplet Architectures. CoRR (2023)
Yannick Schnider, Stanislaw Wozniak, Mathias Gehrig, Jules Lecomte, Axel von Arnim, Luca Benini, Davide Scaramuzza, Angeliki Pantazi
Neuromorphic Optical Flow and Real-time Implementation with Event Cameras. CoRR (2023)
Michael Rogenmoser, Yvan Tortorella, Davide Rossi, Francesco Conti, Luca Benini
Hybrid Modular Redundancy: Exploring Modular Redundancy Approaches in RISC-V Multi-Core Computing Clusters for Reliable Processing in Space. CoRR (2023)
MohammadHossein AskariHemmat, Théo Dupuis, Yoan Fournier, Nizar El Zarif, Matheus A. Cavalcante, Matteo Perotti, Frank K. Gürkaynak, Luca Benini, François Leduc-Primeau, Yvon Savaria, Jean-Pierre David
Quark: An Integer RISC-V Vector Processor for Sub-Byte Quantized DNN Inference. ISCAS (2023)
Luca Valente, Yvan Tortorella, Mattia Sinigaglia, Giuseppe Tagliavini, Alessandro Capotondi, Luca Benini, Davide Rossi
HULK-V: a Heterogeneous Ultra-low-power Linux capable RISC-V SoC. DATE (2023)
Thomas Benz, Alessandro Ottaviano, Robert Balas, Angelo Garofalo, Francesco Restuccia, Alessandro Biondi, Luca Benini
AXI-REALM: A Lightweight and Modular Interconnect Extension for Traffic Regulation and Monitoring of Heterogeneous Real-Time SoCs. CoRR (2023)
Nils Wistoff, Moritz Schneider, Frank K. Gürkaynak, Gernot Heiser, Luca Benini
Systematic Prevention of On-Core Timing Channels by Full Temporal Partitioning. IEEE Trans. Computers 72 (5) (2023)
Matteo Perotti, Matheus A. Cavalcante, Alessandro Ottaviano, Jiantao Liu, Luca Benini
Yun: An Open-Source, 64-Bit RISC-V-Based Vector Processor With Multi-Precision Integer and Floating-Point Support in 65-nm CMOS. IEEE Trans. Circuits Syst. II Express Briefs 70 (10) (2023)
Luca Cuomo, Claudio Scordino, Alessandro Ottaviano, Nils Wistoff, Robert Balas, Luca Benini, Errico Guidieri, Ida Maria Savino
Towards a RISC-V Open Platform for Next-generation Automotive ECUs. MECO (2023)
Denis Mikhaylov, Carla Amatetti, Tommaso Polonelli, Enea Masina, Riccardo Campana, Kai Berszin, Charles Moatti, Davide Amato, Alessandro Vanelli-Coralli, Michele Magno, Luca Benini
Toward the Future Generation of Railway Localization Exploiting RTK and GNSS. IEEE Trans. Instrum. Meas. 72 (2023)
Martin Molan, Andrea Borghesi, Daniele Cesarini, Luca Benini, Andrea Bartolini
RUAD: Unsupervised anomaly detection in HPC systems. Future Gener. Comput. Syst. 141 (2023)
Lorenzo Lamberti, Luca Bompani, Victor Javier Kartsch, Manuele Rusci, Daniele Palossi, Luca Benini
Bio-inspired Autonomous Exploration Policies with CNN-based Object Detection on Nano-drones. CoRR (2023)
Fabrizio Ferrandi, Serena Curzel, Leandro Fiorin, Daniele Ielmini, Cristina Silvano, Francesco Conti, Alessio Burrello, Francesco Barchi, Luca Benini, Luciano Lavagno, Teodoro Urso, Enrico Calore, Sebastiano Fabio Schifano, Cristian Zambelli, Maurizio Palesi, Giuseppe Ascia, Enrico Russo, Nicola Petra, Davide De Caro, Gennaro Di Meo, Valeria Cardellini, Salvatore Filippone, Francesco Lo Presti, Francesco Silvestri, Paolo Palazzari, Stefania Perri
A Survey on Design Methodologies for Accelerating Deep Learning on Heterogeneous Architectures. CoRR (2023)
Georg Rutishauser, Robin Hunziker, Alfio Di Mauro, Sizhen Bian, Luca Benini, Michele Magno
ColibriES: A Milliwatts RISC-V Based Embedded System Leveraging Neuromorphic and Neural Networks Hardware Accelerators for Low-Latency Closed-loop Control Applications. ISCAS (2023)
Sebastian Frey, Marco Guermandi, Simone Benatti, Victor Javier Kartsch, Andrea Cossettini, Luca Benini
BioGAP: a 10-Core FP-capable Ultra-Low Power IoT Processor, with Medical-Grade AFE and BLE Connectivity for Wearable Biosignal Processing. COINS (2023)
Lukas Schulthess, Thorir Mar Ingolfsson, Marc Nölke, Michele Magno, Luca Benini, Christoph Leitner
Skilog: A Smart Sensor System for Performance Analysis and Biofeedback in Ski Jumping. BioCAS (2023)
Dominik Schindler, Vlad Niculescu, Tommaso Polonelli, Daniele Palossi, Luca Benini, Michele Magno
A Relative Infrastructure-less Localization Algorithm for Decentralized and Autonomous Swarm Formation. IROS (2023)
Philipp Mayer, Rabea Rogge, Andrin Caviezel, Jessica Munch, Adrian Ringenbach, Michele Magno, Luca Benini
Design and Evaluation of a LoRa Controlled Rugged Multisensor Unit for Induced Rockfall Experiments. IWASI (2023)
Jannis Schönleber, Lukas Cavigelli, Renzo Andri, Matteo Perotti, Luca Benini
Stella Nera: Achieving 161 TOp/s/W with Multiplier-free DNN Acceleration based on Approximate Matrix Multiplication. CoRR (2023)
Lukas Schulthess, Thorir Mar Ingolfsson, Marc Nölke, Michele Magno, Luca Benini, Christoph Leitner
Skilog: A Smart Sensor System for Performance Analysis and Biofeedback in Ski Jumping. CoRR (2023)
Alessandro Ottaviano, Thomas Benz, Paul Scheffler, Luca Benini
Cheshire: A Lightweight, Linux-Capable RISC-V Host Platform for Domain-Specific Accelerator Plug-In. IEEE Trans. Circuits Syst. II Express Briefs 70 (10) (2023)
Amélie Gruel, Alfio Di Mauro, Robin Hunziker, Luca Benini, Jean Martinet, Michele Magno
Embedded neuromorphic attention model leveraging a novel low-power heterogeneous platform. AICAS (2023)
Victor J. B. Jung, Arne Symons, Linyan Mei, Marian Verhelst, Luca Benini
SALSA: Simulated Annealing based Loop-Ordering Scheduler for DNN Accelerators. CoRR (2023)
Matteo Risso, Alessio Burrello, Francesco Conti, Lorenzo Lamberti, Yukai Chen, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge. CoRR (2023)
Alessandro Ottaviano, Thomas Benz, Paul Scheffler, Luca Benini
Cheshire: A Lightweight, Linux-Capable RISC-V Host Platform for Domain-Specific Accelerator Plug-In. CoRR (2023)
Michael Hersche, Mustafa Zeqiri, Luca Benini, Abu Sebastian, Abbas Rahimi
Solving Raven's Progressive Matrices via a Neuro-vector-symbolic Architecture. NeSy (2023)
Mattia Sinigaglia, Luca Bertaccini, Luca Valente, Angelo Garofalo, Simone Benatti, Luca Benini, Francesco Conti, Davide Rossi
S DSP for Flexible Data Acquisition from Microphone Arrays. ISCAS (2023)
Cristina Silvano, Daniele Ielmini, Fabrizio Ferrandi, Leandro Fiorin, Serena Curzel, Luca Benini, Francesco Conti, Angelo Garofalo, Cristian Zambelli, Enrico Calore, Sebastiano Fabio Schifano, Maurizio Palesi, Giuseppe Ascia, Davide Patti, Stefania Perri, Nicola Petra, Davide De Caro, Luciano Lavagno, Teodoro Urso, Valeria Cardellini, Gian Carlo Cardarilli, Robert Birke
A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms. CoRR (2023)
Marco Bertuletti, Yichao Zhang, Alessandro Vanelli-Coralli, Luca Benini
Efficient Parallelization of 5G-PUSCH on a Scalable RISC-V Many-Core Processor. DATE (2023)
Gianluca Mittone, Nicolò Tonci, Robert Birke, Iacopo Colonnelli, Doriana Medic, Andrea Bartolini, Roberto Esposito, Emanuele Parisi, Francesco Beneventi, Mirko Polato, Massimo Torquati, Luca Benini, Marco Aldinucci
Experimenting with Emerging ARM and RISC-V Systems for Decentralised Machine Learning. CoRR (2023)
Enrico Tabanelli, Giuseppe Tagliavini, Luca Benini
DNN Is Not All You Need: Parallelizing Non-neural ML Algorithms on Ultra-low-power IoT Processors. ACM Trans. Embed. Comput. Syst. 22 (3) (2023)
Davide Nadalini, Manuele Rusci, Luca Benini, Francesco Conti
Reduced precision floating-point optimization for Deep Neural Network On-Device Learning on microcontrollers. Future Gener. Comput. Syst. 149 (2023)
Samuel Riedel, Matheus A. Cavalcante, Renzo Andri, Luca Benini
MemPool: A Scalable Manycore Architecture with a Low-Latency Shared L1 Memory. CoRR (2023)
Matheus A. Cavalcante, Matteo Perotti, Samuel Riedel, Luca Benini
Spatz: Clustering Compact RISC-V-Based Vector Units to Maximize Computing Efficiency. CoRR (2023)
Yaoxing Chang, Petar Jokic, Stéphane Emery, Luca Benini
An Ultra-Low-Power Serial Implementation for Sigmoid and Tanh Using CORDIC Algorithm. DATE (2023)
Tim Fischer, Michael Rogenmoser, Matheus A. Cavalcante, Frank K. Gürkaynak, Luca Benini
FlooNoC: A Multi-Tbps Wide NoC for Heterogeneous AXI4 Traffic. CoRR (2023)

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Luca Benini