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ORCIDLuca Benini
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- affiliation: ETH Zurich
- affiliation: Università di Bologna
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2020 – today
- 2022
[j349]Alessio Burrello, Daniele Jahier Pagliari, Pierangelo Maria Rapa, Matilde Semilia, Matteo Risso, Tommaso Polonelli, Massimo Poncino, Luca Benini, Simone Benatti:
Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring. ACM Trans. Comput. Heal. 3(2): 19:1-19:25 (2022)- [j348]Daniele Palossi
, Nicky Zimmerman, Alessio Burrello, Francesco Conti, Hanna Müller, Luca Maria Gambardella, Luca Benini, Alessandro Giusti, Jérôme Guzzi:
Fully Onboard AI-Powered Human-Drone Pose Estimation on Ultralow-Power Autonomous Flying Nano-UAVs. IEEE Internet Things J. 9(3): 1913-1929 (2022) - [j347]Davide Rossi, Francesco Conti, Manuel Eggimann, Alfio Di Mauro, Giuseppe Tagliavini, Stefan Mach, Marco Guermandi, Antonio Pullini, Igor Loi, Jie Chen, Eric Flamand, Luca Benini:
Vega: A Ten-Core SoC for IoT Endnodes With DNN Acceleration and Cognitive Wake-Up From MRAM-Based State-Retentive Sleep Mode. IEEE J. Solid State Circuits 57(1): 127-139 (2022) - [j346]Moritz Scherer, Georg Rutishauser, Lukas Cavigelli, Luca Benini:
CUTIE: Beyond PetaOp/s/W Ternary DNN Inference Acceleration With Better-Than-Binary Energy Efficiency. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41(4): 1020-1033 (2022) - [j345]Gianna Paulin, Francesco Conti, Lukas Cavigelli, Luca Benini:
Vau Da Muntanialas: Energy-Efficient Multi-Die Scalable Acceleration of RNN Inference. IEEE Trans. Circuits Syst. I Regul. Pap. 69(1): 244-257 (2022) - [j344]Gianmarco Cerutti, Lukas Cavigelli, Renzo Andri, Michele Magno, Elisabetta Farella, Luca Benini:
Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural Networks. IEEE Trans. Circuits Syst. I Regul. Pap. 69(5): 2002-2012 (2022) - [j343]Enrico Tabanelli, Davide Brunelli, Andrea Acquaviva, Luca Benini:
Trimming Feature Extraction and Inference for MCU-Based Edge NILM: A Systematic Approach. IEEE Trans. Ind. Informatics 18(2): 943-952 (2022) - [j342]Xiaying Wang, Fabian Geiger, Vlad Niculescu, Michele Magno, Luca Benini:
Leveraging Tactile Sensors for Low Latency Embedded Smart Hands for Prosthetic and Robotic Applications. IEEE Trans. Instrum. Meas. 71: 1-14 (2022) - [j341]Fabio Montagna, Stefan Mach, Simone Benatti, Angelo Garofalo, Gianmarco Ottavi, Luca Benini, Davide Rossi, Giuseppe Tagliavini:
A Low-Power Transprecision Floating-Point Cluster for Efficient Near-Sensor Data Analytics. IEEE Trans. Parallel Distributed Syst. 33(5): 1038-1053 (2022) - [c749]Mohsen Seyedkazemi Ardebili, Andrea Bartolini, Luca Benini:
Multi-level anomaly prediction in Tier-0 datacenter: a deep learning approach. CF 2022: 197-198 - [c748]Martin Molan, Andrea Borghesi, Luca Benini, Andrea Bartolini:
Semi-supervised anomaly detection on a Tier-0 HPC system. CF 2022: 203-204 - [c747]Federico Ficarelli, Andrea Bartolini, Emanuele Parisi, Francesco Beneventi, Francesco Barchi, Daniele Gregori, Fabrizio Magugliani, Marco Cicala, Cosimo Gianfreda, Daniele Cesarini, Andrea Acquaviva, Luca Benini:
Meet Monte Cimone: exploring RISC-V high performance compute clusters. CF 2022: 207-208 - [c746]Thorir Mar Ingolfsson, Mark Vero, Xiaying Wang, Lorenzo Lamberti, Luca Benini, Matteo Spallanzani:
Reducing neural architecture search spaces with training-free statistics and computational graph clustering. CF 2022: 213-214 - [i150]Angelo Garofalo, Gianmarco Ottavi, Francesco Conti, Geethan Karunaratne, Irem Boybat, Luca Benini, Davide Rossi:
A Heterogeneous In-Memory Computing Cluster For Flexible End-to-End Inference of Real-World Deep Neural Networks. CoRR abs/2201.01089 (2022) - [i149]Gianmarco Cerutti, Lukas Cavigelli, Renzo Andri, Michele Magno, Elisabetta Farella, Luca Benini:
Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural Networks. CoRR abs/2201.03386 (2022) - [i148]Andreas Kurth, Björn Forsberg, Luca Benini:
HEROv2: Full-Stack Open-Source Research Platform for Heterogeneous Computing. CoRR abs/2201.03861 (2022) - [i147]Nazareno Bruschi, Germain Haugou, Giuseppe Tagliavini, Francesco Conti, Luca Benini, Davide Rossi:
GVSoC: A Highly Configurable, Fast and Accurate Full-Platform Simulator for RISC-V based IoT Processors. CoRR abs/2201.08166 (2022) - [i146]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. CoRR abs/2201.08656 (2022) - [i145]Gianna Paulin, Francesco Conti, Lukas Cavigelli, Luca Benini:
Vau da muntanialas: Energy-efficient multi-die scalable acceleration of RNN inference. CoRR abs/2202.07462 (2022) - [i144]Nils Wistoff, Moritz Schneider, Frank K. Gürkaynak, Gernot Heiser, Luca Benini:
Systematic Prevention of On-Core Timing Channels by Full Temporal Partitioning. CoRR abs/2202.12029 (2022) - [i143]Amirhossein Moallemi, Alessio Burrello, Davide Brunelli, Luca Benini:
Exploring Scalable, Distributed Real-Time Anomaly Detection for Bridge Health Monitoring. CoRR abs/2203.02380 (2022) - [i142]Alessio Burrello, Daniele Jahier Pagliari, Pierangelo Maria Rapa, Matilde Semilia, Matteo Risso, Tommaso Polonelli, Massimo Poncino, Luca Benini, Simone Benatti:
Embedding Temporal Convolutional Networks for Energy-Efficient PPG-Based Heart Rate Monitoring. CoRR abs/2203.04396 (2022) - [i141]Michael Hersche, Mustafa Zeqiri, Luca Benini, Abu Sebastian, Abbas Rahimi:
A Neuro-vector-symbolic Architecture for Solving Raven's Progressive Matrices. CoRR abs/2203.04571 (2022) - [i140]Matteo Spallanzani, Gian Paolo Leonardi, Luca Benini:
Training Quantised Neural Networks with STE Variants: the Additive Noise Annealing Algorithm. CoRR abs/2203.11323 (2022) - [i139]Alessio Burrello, Alberto Dequino, Daniele Jahier Pagliari, Francesco Conti, Marcello Zanghieri, Enrico Macii, Luca Benini, Massimo Poncino:
TCN Mapping Optimization for Ultra-Low Power Time-Series Edge Inference. CoRR abs/2203.12925 (2022) - [i138]Alessio Burrello, Francesco Bianco Morghet, Moritz Scherer, Simone Benatti, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari:
Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition. CoRR abs/2203.12932 (2022) - [i137]Matteo Risso, Alessio Burrello, Daniele Jahier Pagliari, Francesco Conti, Lorenzo Lamberti, Enrico Macii, Luca Benini, Massimo Poncino:
Pruning In Time (PIT): A Lightweight Network Architecture Optimizer for Temporal Convolutional Networks. CoRR abs/2203.14768 (2022) - [i136]Alessio Burrello, Daniele Jahier Pagliari, Matteo Risso, Simone Benatti, Enrico Macii, Luca Benini, Massimo Poncino:
Q-PPG: Energy-Efficient PPG-based Heart Rate Monitoring on Wearable Devices. CoRR abs/2203.14907 (2022) - [i135]Xiaying Wang, Fabian Geiger, Vlad Niculescu, Michele Magno, Luca Benini:
Leveraging Tactile Sensors for Low Latency Embedded Smart Hands for Prosthetic and Robotic Applications. CoRR abs/2203.15069 (2022) - [i134]Matteo Risso, Alessio Burrello, Daniele Jahier Pagliari, Simone Benatti, Enrico Macii, Luca Benini, Massimo Poncino:
Robust and Energy-efficient PPG-based Heart-Rate Monitoring. CoRR abs/2203.16339 (2022) - [i133]Michael Hersche, Geethan Karunaratne, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi:
Constrained Few-shot Class-incremental Learning. CoRR abs/2203.16588 (2022) - [i132]Francesco Daghero, Alessio Burrello, Daniele Jahier Pagliari, Luca Benini, Enrico Macii, Massimo Poncino:
Energy-Efficient Adaptive Machine Learning on IoT End-Nodes With Class-Dependent Confidence. CoRR abs/2204.03431 (2022) - [i131]Thorir Mar Ingolfsson, Andrea Cossettini, Simone Benatti, Luca Benini:
Energy-Efficient Tree-Based EEG Artifact Detection. CoRR abs/2204.09577 (2022) - [i130]Alfio Di Mauro, Arpan Suravi Prasad, Zhikai Huang, Matteo Spallanzani, Francesco Conti, Luca Benini:
SNE: an Energy-Proportional Digital Accelerator for Sparse Event-Based Convolutions. CoRR abs/2204.10687 (2022) - [i129]Yvan Tortorella, Luca Bertaccini, Davide Rossi, Luca Benini, Francesco Conti:
RedMulE: A Compact FP16 Matrix-Multiplication Accelerator for Adaptive Deep Learning on RISC-V-Based Ultra-Low-Power SoCs. CoRR abs/2204.11192 (2022) - [i128]Thorir Mar Ingolfsson, Mark Vero, Xiaying Wang, Lorenzo Lamberti, Luca Benini, Matteo Spallanzani:
Reducing Neural Architecture Search Spaces with Training-Free Statistics and Computational Graph Clustering. CoRR abs/2204.14103 (2022) - [i127]Andrea Bartolini, Federico Ficarelli, Emanuele Parisi, Francesco Beneventi, Francesco Barchi, Daniele Gregori, Fabrizio Magugliani, Marco Cicala, Cosimo Gianfreda, Daniele Cesarini, Andrea Acquaviva, Luca Benini:
Monte Cimone: Paving the Road for the First Generation of RISC-V High-Performance Computers. CoRR abs/2205.03725 (2022) - 2021
- [j340]Michael Hersche, Stefan Lippuner, Matthias Korb, Luca Benini, Abbas Rahimi:
Near-channel classifier: symbiotic communication and classification in high-dimensional space. Brain Informatics 8(1): 16 (2021) - [j339]Antonio Libri, Andrea Bartolini, Luca Benini:
DiG: enabling out-of-band scalable high-resolution monitoring for data-center analytics, automation and control (extended). Clust. Comput. 24(4): 2723-2734 (2021) - [j338]Luca Benini, Deming Chen, Jinjun Xiong, Zhiru Zhang:
Guest Editors' Introduction: Machine Intelligence at the Edge. IEEE Des. Test 38(4): 5-6 (2021) - [j337]Cong Hao, Jordan Dotzel, Jinjun Xiong, Luca Benini, Zhiru Zhang, Deming Chen:
Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Codesign. IEEE Des. Test 38(4): 7-26 (2021) - [j336]Petar Jokic, Stéphane Emery, Luca Benini:
Improving Memory Utilization in Convolutional Neural Network Accelerators. IEEE Embed. Syst. Lett. 13(3): 77-80 (2021) - [j335]Benedetta Mazzoni, Simone Benatti, Luca Benini, Giuseppe Tagliavini:
Efficient Transform Algorithms for Parallel Ultra-Low-Power IoT End Nodes. IEEE Embed. Syst. Lett. 13(4): 210-213 (2021) - [j334]Vlad Niculescu, Lorenzo Lamberti, Francesco Conti, Luca Benini, Daniele Palossi:
Improving Autonomous Nano-Drones Performance via Automated End-to-End Optimization and Deployment of DNNs. IEEE J. Emerg. Sel. Topics Circuits Syst. 11(4): 548-562 (2021) - [j333]Leonardo Ravaglia, Manuele Rusci, Davide Nadalini, Alessandro Capotondi, Francesco Conti, Luca Benini:
A TinyML Platform for On-Device Continual Learning With Quantized Latent Replays. IEEE J. Emerg. Sel. Topics Circuits Syst. 11(4): 789-802 (2021) - [j332]Martino Dazzi, Abu Sebastian, Luca Benini, Evangelos Eleftheriou:
Accelerating Inference of Convolutional Neural Networks Using In-memory Computing. Frontiers Comput. Neurosci. 15: 674154 (2021) - [j331]Alessio Burrello, Alex Marchioni, Davide Brunelli, Simone Benatti, Mauro Mangia, Luca Benini:
Embedded Streaming Principal Components Analysis for Network Load Reduction in Structural Health Monitoring. IEEE Internet Things J. 8(6): 4433-4447 (2021) - [j330]Moritz Scherer, Michele Magno, Jonas Erb, Philipp Mayer, Manuel Eggimann, Luca Benini:
TinyRadarNN: Combining Spatial and Temporal Convolutional Neural Networks for Embedded Gesture Recognition With Short Range Radars. IEEE Internet Things J. 8(13): 10336-10346 (2021) - [j329]Florian Zaruba, Fabian Schuiki, Luca Benini:
Manticore: A 4096-Core RISC-V Chiplet Architecture for Ultraefficient Floating-Point Computing. IEEE Micro 41(2): 36-42 (2021) - [j328]Giacomo Paolini, Marco Guermandi, Diego Masotti, Mazen Shanawani, Francesca Benassi, Luca Benini, Alessandra Costanzo:
RF-Powered Low-Energy Sensor Nodes for Predictive Maintenance in Electromagnetically Harsh Industrial Environments. Sensors 21(2): 386 (2021) - [j327]Miguel de Prado, Manuele Rusci, Alessandro Capotondi, Romain Donze, Luca Benini, Nuria Pazos:
Robustifying the Deployment of tinyML Models for Autonomous Mini-Vehicles. Sensors 21(4): 1339 (2021) - [j326]Philipp Mayer, Michele Magno, Luca Benini:
Energy-Positive Activity Recognition - From Kinetic Energy Harvesting to Smart Self-Sustainable Wearable Devices. IEEE Trans. Biomed. Circuits Syst. 15(5): 926-937 (2021) - [j325]Xiaying Wang, Lukas Cavigelli, Tibor Schneider, Luca Benini:
Sub-100 $\mu$W Multispectral Riemannian Classification for EEG-Based Brain-Machine Interfaces. IEEE Trans. Biomed. Circuits Syst. 15(6): 1149-1160 (2021) - [j324]Alessio Burrello, Daniele Jahier Pagliari, Matteo Risso, Simone Benatti, Enrico Macii, Luca Benini, Massimo Poncino:
Q-PPG: Energy-Efficient PPG-Based Heart Rate Monitoring on Wearable Devices. IEEE Trans. Biomed. Circuits Syst. 15(6): 1196-1209 (2021) - [j323]Björn Forsberg, Luca Benini, Andrea Marongiu:
HePREM: A Predictable Execution Model for GPU-based Heterogeneous SoCs. IEEE Trans. Computers 70(1): 17-29 (2021) - [j322]Fabian Schuiki, Florian Zaruba, Torsten Hoefler, Luca Benini:
Stream Semantic Registers: A Lightweight RISC-V ISA Extension Achieving Full Compute Utilization in Single-Issue Cores. IEEE Trans. Computers 70(2): 212-227 (2021) - [j321]Daniele Cesarini, Andrea Bartolini, Pietro Bonfà, Carlo Cavazzoni, Luca Benini:
COUNTDOWN: A Run-Time Library for Performance-Neutral Energy Saving in MPI Applications. IEEE Trans. Computers 70(5): 682-695 (2021) - [j320]Martino Dazzi, Abu Sebastian, Thomas P. Parnell, Pier Andrea Francese, Luca Benini, Evangelos Eleftheriou:
Efficient Pipelined Execution of CNNs Based on In-Memory Computing and Graph Homomorphism Verification. IEEE Trans. Computers 70(6): 922-935 (2021) - [j319]Luca Benini, Simone Benatti, Taekwang Jang, Abbas Rahimi:
Guest Editorial: IEEE TC Special Issue On Smart Edge Computing and IoT. IEEE Trans. Computers 70(8): 1146-1147 (2021) - [j318]Florian Zaruba, Fabian Schuiki, Torsten Hoefler, Luca Benini:
Snitch: A Tiny Pseudo Dual-Issue Processor for Area and Energy Efficient Execution of Floating-Point Intensive Workloads. IEEE Trans. Computers 70(11): 1845-1860 (2021) - [j317]Miguel de Prado, Andrew Mundy, Rabia Saeed, Maurizio Denna, Nuria Pazos, Luca Benini:
Automated Design Space Exploration for Optimized Deployment of DNN on Arm Cortex-A CPUs. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 40(11): 2293-2305 (2021) - [j316]Manuel Eggimann, Abbas Rahimi, Luca Benini:
A 5 μW Standard Cell Memory-Based Configurable Hyperdimensional Computing Accelerator for Always-on Smart Sensing. IEEE Trans. Circuits Syst. I Regul. Pap. 68(10): 4116-4128 (2021) - [j315]Ahmed Elnaqib, Hayate Okuhara, Taekwang Jang, Davide Rossi, Luca Benini:
A 0.5GHz 0.35mW LDO-Powered Constant-Slope Phase Interpolator With 0.22% INL. IEEE Trans. Circuits Syst. II Express Briefs 68(1): 156-160 (2021) - [j314]Geethan Karunaratne, Manuel Le Gallo, Michael Hersche, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi:
Energy Efficient In-Memory Hyperdimensional Encoding for Spatio-Temporal Signal Processing. IEEE Trans. Circuits Syst. II Express Briefs 68(5): 1725-1729 (2021) - [j313]Björn Forsberg, Marco Solieri, Marko Bertogna, Luca Benini, Andrea Marongiu:
The Predictable Execution Model in Practice: Compiling Real Applications for COTS Hardware. ACM Trans. Embed. Comput. Syst. 20(5): 47:1-47:25 (2021) - [j312]Angelo Garofalo, Giuseppe Tagliavini, Francesco Conti, Luca Benini, Davide Rossi:
XpulpNN: Enabling Energy Efficient and Flexible Inference of Quantized Neural Networks on RISC-V Based IoT End Nodes. IEEE Trans. Emerg. Top. Comput. 9(3): 1489-1505 (2021) - [j311]Giulia Luciani, Marco Crescentini, Aldo Romani, Marco Chiani, Luca Benini, Marco Tartagni:
Energy-Efficient PRBS Impedance Spectroscopy on a Digital Versatile Platform. IEEE Trans. Instrum. Meas. 70: 1-12 (2021) - [j310]Philipp Mayer, Michele Magno, Armin Berger, Luca Benini:
RTK-LoRa: High-Precision, Long-Range, and Energy-Efficient Localization for Mobile IoT Devices. IEEE Trans. Instrum. Meas. 70: 1-11 (2021) - [j309]Alessio Burrello, Simone Benatti, Kaspar Schindler, Luca Benini, Abbas Rahimi:
An Ensemble of Hyperdimensional Classifiers: Hardware-Friendly Short-Latency Seizure Detection With Automatic iEEG Electrode Selection. IEEE J. Biomed. Health Informatics 25(4): 935-946 (2021) - [j308]Çagla Özsoy, Andrea Cossettini, Ali Özbek, Sergei Vostrikov, Pascal Hager, Xosé-Luís Dean-Ben, Luca Benini, Daniel Razansky:
LightSpeed: A Compact, High-Speed Optical-Link-Based 3D Optoacoustic Imager. IEEE Trans. Medical Imaging 40(8): 2023-2029 (2021) - [j307]Florian Glaser, Giuseppe Tagliavini, Davide Rossi, Germain Haugou, Qiuting Huang, Luca Benini:
Energy-Efficient Hardware-Accelerated Synchronization for Shared-L1-Memory Multiprocessor Clusters. IEEE Trans. Parallel Distributed Syst. 32(3): 633-648 (2021) - [j306]Christian Conficoni, Andrea Bartolini, Andrea Tilli, Carlo Cavazzoni, Luca Benini:
HPC Cooling: A Flexible Modeling Tool for Effective Design and Management. IEEE Trans. Sustain. Comput. 6(3): 441-455 (2021) - [j305]Riduan Khaddam-Aljameh, Pier Andrea Francese, Luca Benini, Evangelos Eleftheriou:
An SRAM-Based Multibit In-Memory Matrix-Vector Multiplier With a Precision That Scales Linearly in Area, Time, and Power. IEEE Trans. Very Large Scale Integr. Syst. 29(2): 372-385 (2021) - [j304]Pasquale Davide Schiavone, Davide Rossi, Alfio Di Mauro, Frank K. Gürkaynak, Timothy Saxe, Mao Wang, Ket Chong Yap, Luca Benini:
Arnold: An eFPGA-Augmented RISC-V SoC for Flexible and Low-Power IoT End Nodes. IEEE Trans. Very Large Scale Integr. Syst. 29(4): 677-690 (2021) - [j303]Stefan Mach, Fabian Schuiki, Florian Zaruba, Luca Benini:
FPnew: An Open-Source Multiformat Floating-Point Unit Architecture for Energy-Proportional Transprecision Computing. IEEE Trans. Very Large Scale Integr. Syst. 29(4): 774-787 (2021) - [j302]Gianna Paulin, Renzo Andri, Francesco Conti, Luca Benini:
RNN-Based Radio Resource Management on Multicore RISC-V Accelerator Architectures. IEEE Trans. Very Large Scale Integr. Syst. 29(9): 1624-1637 (2021) - [j301]Hayate Okuhara, Ahmed Elnaqib, Martino Dazzi, Pierpaolo Palestri, Simone Benatti, Luca Benini, Davide Rossi:
A Fully Integrated 5-mW, 0.8-Gbps Energy-Efficient Chip-to-Chip Data Link for Ultralow-Power IoT End-Nodes in 65-nm CMOS. IEEE Trans. Very Large Scale Integr. Syst. 29(10): 1800-1811 (2021) - [j300]Florian Scheidegger, Roxana Istrate, Giovanni Mariani, Luca Benini, Costas Bekas, A. Cristiano I. Malossi:
Efficient image dataset classification difficulty estimation for predicting deep-learning accuracy. Vis. Comput. 37(6): 1593-1610 (2021) - [c745]Thorir Mar Ingolfsson, Xiaying Wang, Michael Hersche, Alessio Burrello, Lukas Cavigelli, Luca Benini:
ECG-TCN: Wearable Cardiac Arrhythmia Detection with a Temporal Convolutional Network. AICAS 2021: 1-4 - [c744]Vlad Niculescu, Lorenzo Lamberti, Daniele Palossi, Luca Benini:
Automated Tuning of End-to-end Neural Flight Controllers for Autonomous Nano-drones. AICAS 2021: 1-4 - [c743]Gianmarco Ottavi, Geethan Karunaratne, Francesco Conti, Irem Boybat, Luca Benini, Davide Rossi:
End-to-end 100-TOPS/W Inference With Analog In-Memory Computing: Are We There Yet? AICAS 2021: 1-4 - [c742]Fabio Montagna, Giuseppe Tagliavini, Davide Rossi, Angelo Garofalo, Luca Benini:
Streamlining the OpenMP Programming Model on Ultra-Low-Power Multi-core MCUs. ARCS 2021: 167-182 - [c741]Angelo Garofalo, Giuseppe Tagliavini, Francesco Conti, Luca Benini, Davide Rossi:
XpulpNN: Enabling Energy Efficient and Flexible Inference of Quantized Neural Networks on RISC-V based IoT End Nodes. ARITH 2021: 53 - [c740]Luca Bertaccini, Luca Benini, Francesco Conti:
To Buffer, or Not to Buffer? A Case Study on FFT Accelerators for Ultra-Low-Power Multicore Clusters. ASAP 2021: 1-8 - [c739]Thorir Mar Ingolfsson, Andrea Cossettini, Xiaying Wang, Enrico Tabanelli, Giuseppe Tagliavini, Philippe Ryvlin, Luca Benini, Simone Benatti:
Towards Long-term Non-invasive Monitoring for Epilepsy via Wearable EEG Devices. BioCAS 2021: 1-4 - [c738]Alessio Burrello, Moritz Scherer, Marcello Zanghieri, Francesco Conti, Luca Benini:
A Microcontroller is All You Need: Enabling Transformer Execution on Low-Power IoT Endnodes. COINS 2021: 1-6 - [c737]Marcello Zanghieri, Simone Benatti, Alessio Burrello, Victor Javier Kartsch Morinigo, Roberto Meattini, Gianluca Palli, Claudio Melchiorri, Luca Benini:
sEMG-based Regression of Hand Kinematics with Temporal Convolutional Networks on a Low-Power Edge Microcontroller. COINS 2021: 1-6 - [c736]Matteo Risso, Alessio Burrello, Daniele Jahier Pagliari, Francesco Conti, Lorenzo Lamberti, Enrico Macii, Luca Benini, Massimo Poncino:
Pruning In Time (PIT): A Lightweight Network Architecture Optimizer for Temporal Convolutional Networks. DAC 2021: 1015-1020 - [c735]Nils Wistoff, Moritz Schneider, Frank K. Gürkaynak, Luca Benini, Gernot Heiser:
Microarchitectural Timing Channels and their Prevention on an Open-Source 64-bit RISC-V Core. DATE 2021: 627-632 - [c734]Matheus A. Cavalcante, Samuel Riedel, Antonio Pullini, Luca Benini:
MemPool: A Shared-L1 Memory Many-Core Cluster with a Low-Latency Interconnect. DATE 2021: 701-706 - [c733]Robert Balas, Luca Benini:
RISC-V for Real-time MCUs - Software Optimization and Microarchitectural Gap Analysis. DATE 2021: 874-877 - [c732]Maxim Mattheeuws, Björn Forsberg, Andreas Kurth, Luca Benini:
Analyzing Memory Interference of FPGA Accelerators on Multicore Hosts in Heterogeneous Reconfigurable SoCs. DATE 2021: 1152-1155 - [c731]Mohsen Seyedkazemi Ardebili, Marcello Zanghieri, Alessio Burrello, Francesco Beneventi, Andrea Acquaviva, Luca Benini, Andrea Bartolini:
Prediction of Thermal Hazards in a Real Datacenter Room Using Temporal Convolutional Networks. DATE 2021: 1256-1259 - [c730]Hanna Miiller, Daniele Palossi, Stefan Mach, Francesco Conti, Luca Benini:
Fünfiiber-Drone: A Modular Open-Platform 18-grams Autonomous Nano-Drone. DATE 2021: 1610-1615 - [c729]Paul Scheffler, Florian Zaruba, Fabian Schuiki, Torsten Hoefler, Luca Benini:
Indirection Stream Semantic Register Architecture for Efficient Sparse-Dense Linear Algebra. DATE 2021: 1787-1792 - [c728]Alfio Di Mauro, Moritz Scherer, Jordi Fornt Mas, Basile Bougenot, Michele Magno, Luca Benini:
FlyDVS: An Event-Driven Wireless Ultra-Low Power Visual Sensor Node. DATE 2021: 1851-1854 - [c727]Christoph Leitner, Simone Benatti, Kirill Keller, Andrea Cossettini, Victor Javier Kartsch, Harald Penasso, Luca Benini, Francesco Greco, Christian Baumgartner:
UStEMG: an Ultrasound Transparent Tattoo-based sEMG System for Unobtrusive Parallel Acquisitions of Muscle Electro-mechanics. EMBC 2021: 7077-7082 - [c726]Thomas Benz, Luca Bertaccini, Florian Zaruba, Fabian Schuiki, Frank K. Gürkaynak, Luca Benini:
A 10-core SoC with 20 Fine-Grain Power Domains for Energy-Proportional Data-Parallel Processing over a Wide Voltage and Temperature Range. ESSCIRC 2021: 263-266 - [c725]Angelo Garofalo, Gianmarco Ottavi, Alfio Di Mauro, Francesco Conti, Giuseppe Tagliavini, Luca Benini, Davide Rossi:
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. ESSCIRC 2021: 267-270 - [c724]Amirhossein Moallemi, Alessio Burrello, Davide Brunelli, Luca Benini:
Model-based vs. Data-driven Approaches for Anomaly Detection in Structural Health Monitoring: a Case Study. I2MTC 2021: 1-6 - [c723]Moritz Scherer, Philipp Mayer, Alfio Di Mauro, Michele Magno, Luca Benini:
Towards Always-on Event-based Cameras for Long-lasting Battery-operated Smart Sensor Nodes. I2MTC 2021: 1-6 - [c722]Samuel Riedel, Fabian Schuiki, Paul Scheffler, Florian Zaruba, Luca Benini:
Banshee: A Fast LLVM-Based RISC-V Binary Translator. ICCAD 2021: 1-9 - [c721]Nazareno Bruschi, Germain Haugou, Giuseppe Tagliavini, Francesco Conti, Luca Benini, Davide Rossi:
GVSoC: A Highly Configurable, Fast and Accurate Full-Platform Simulator for RISC-V based IoT Processors. ICCD 2021: 409-416 - [c720]Raphael Fischer, Hanna Müller, Tommaso Polonelli, Luca Benini, Michele Magno:
WindNode: A Long-Lasting And Long-Range Bluetooth Wireless Sensor Node for Pressure and Acoustic Monitoring on Wind Turbines. ICPS 2021: 393-399 - [c719]Salvatore Di Girolamo, Andreas Kurth, Alexandru Calotoiu, Thomas Benz, Timo Schneider, Jakub Beránek, Luca Benini, Torsten Hoefler:
A RISC-V in-network accelerator for flexible high-performance low-power packet processing. ISCA 2021: 958-971 - [c718]Renzo Andri, Geethan Karunaratne, Lukas Cavigelli, Luca Benini:
ChewBaccaNN: A Flexible 223 TOPS/W BNN Accelerator. ISCAS 2021: 1-5 - [c717]Luca Bertaccini, Matteo Perotti, Stefan Mach, Pasquale Davide Schiavone, Florian Zaruba, Luca Benini:
Tiny-FPU: Low-Cost Floating-Point Support for Small RISC-V MCU Cores. ISCAS 2021: 1-5 - [c716]