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ORCIDLuca Benini
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- affiliation: ETH Zurich
- affiliation: Università di Bologna
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2020 – today
- 2021
[j303]Björn Forsberg, Luca Benini, Andrea Marongiu:
HePREM: A Predictable Execution Model for GPU-based Heterogeneous SoCs. IEEE Trans. Computers 70(1): 17-29 (2021)- [j302]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-II(1): 156-160 (2021) - [j301]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) - [j300]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) - [j299]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) - 2020
- [j298]Tommaso Polonelli, Yuan Qin, Eric M. Yeatman, Luca Benini, David E. Boyle:
A Flexible, Low-Power Platform for UAV-Based Data Collection From Remote Sensors. IEEE Access 8: 164775-164785 (2020) - [j297]Marco Carreras, Gianfranco Deriu, Luigi Raffo, Luca Benini, Paolo Meloni:
Optimizing Temporal Convolutional Network Inference on FPGA-Based Accelerators. IEEE J. Emerg. Sel. Topics Circuits Syst. 10(3): 348-361 (2020) - [j296]Michael Hersche, Luca Benini, Abbas Rahimi:
Binarization Methods for Motor-Imagery Brain-Computer Interface Classification. IEEE J. Emerg. Sel. Topics Circuits Syst. 10(4): 567-577 (2020) - [j295]Alfio Di Mauro, Davide Rossi, Antonio Pullini, Philippe Flatresse, Luca Benini:
Performance-aware predictive-model-based on-chip body-bias regulation strategy for an ULP multi-core cluster in 28 nm UTBB FD-SOI. Integr. 72: 194-207 (2020) - [j294]Xiaying Wang, Michele Magno, Lukas Cavigelli, Luca Benini:
FANN-on-MCU: An Open-Source Toolkit for Energy-Efficient Neural Network Inference at the Edge of the Internet of Things. IEEE Internet Things J. 7(5): 4403-4417 (2020) - [j293]Antonio Libri, Andrea Bartolini, Luca Benini:
pAElla: Edge AI-Based Real-Time Malware Detection in Data Centers. IEEE Internet Things J. 7(10): 9589-9599 (2020) - [j292]Philipp Mayer, Michele Magno, Luca Benini:
A2Event: A Micro-Watt Programmable Frequency-Time Detector for Always-On Energy-Neutral Sensing. Sustain. Comput. Informatics Syst. 25: 100368 (2020) - [j291]Marcello Zanghieri, Simone Benatti, Alessio Burrello, Victor Javier Kartsch, Francesco Conti, Luca Benini:
Robust Real-Time Embedded EMG Recognition Framework Using Temporal Convolutional Networks on a Multicore IoT Processor. IEEE Trans. Biomed. Circuits Syst. 14(2): 244-256 (2020) - [j290]Alessio Burrello, Kaspar Schindler, Luca Benini, Abbas Rahimi:
Hyperdimensional Computing With Local Binary Patterns: One-Shot Learning of Seizure Onset and Identification of Ictogenic Brain Regions Using Short-Time iEEG Recordings. IEEE Trans. Biomed. Eng. 67(2): 601-613 (2020) - [j289]Giuseppe Tagliavini, Andrea Marongiu, Luca Benini:
FlexFloat: A Software Library for Transprecision Computing. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 39(1): 145-156 (2020) - [j288]Federico Pittino, Roberto Diversi, Luca Benini, Andrea Bartolini:
Robust Identification of Thermal Models for In-Production High-Performance-Computing Clusters With Machine Learning-Based Data Selection. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 39(10): 2042-2054 (2020) - [j287]Elisabetta De Giovanni, Fabio Montagna, Benoît W. Denkinger, Simone Machetti, Miguel Peón Quirós, Simone Benatti, Davide Rossi, Luca Benini, David Atienza:
Modular Design and Optimization of Biomedical Applications for Ultralow Power Heterogeneous Platforms. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 39(11): 3821-3832 (2020) - [j286]Alessandro Capotondi, Manuele Rusci, Marco Fariselli, Luca Benini:
CMix-NN: Mixed Low-Precision CNN Library for Memory-Constrained Edge Devices. IEEE Trans. Circuits Syst. II Express Briefs 67-II(5): 871-875 (2020) - [j285]Alfio Di Mauro, Francesco Conti, Pasquale Davide Schiavone, Davide Rossi, Luca Benini:
Always-On 674μ W@4GOP/s Error Resilient Binary Neural Networks With Aggressive SRAM Voltage Scaling on a 22-nm IoT End-Node. IEEE Trans. Circuits Syst. 67-I(11): 3905-3918 (2020) - [j284]Lukas Cavigelli, Luca Benini:
CBinfer: Exploiting Frame-to-Frame Locality for Faster Convolutional Network Inference on Video Streams. IEEE Trans. Circuits Syst. Video Technol. 30(5): 1451-1465 (2020) - [j283]Roberto Diversi, Andrea Bartolini, Luca Benini:
Thermal Model Identification of Computing Nodes in High-Performance Computing Systems. IEEE Trans. Ind. Electron. 67(9): 7778-7788 (2020) - [j282]Massimo Ballerini, Tommaso Polonelli, Davide Brunelli, Michele Magno, Luca Benini:
NB-IoT Versus LoRaWAN: An Experimental Evaluation for Industrial Applications. IEEE Trans. Ind. Informatics 16(12): 7802-7811 (2020) - [j281]Andrea Samore, Manuele Rusci, Damiana Lazzaro, Patrizia Melpignano, Luca Benini, Serena Morigi:
BrightNet: A Deep CNN for OLED-Based Point of Care Immunofluorescent Diagnostic Systems. IEEE Trans. Instrum. Meas. 69(9): 6766-6775 (2020) - [j280]Miguel de Prado, Jing Su, Rabia Saeed, Lorenzo Keller, Noelia Vállez, Andrew Anderson, David Gregg, Luca Benini, Tim Llewellynn, Nabil Ouerhani, Rozenn Dahyot, Nuria Pazos:
Bonseyes AI Pipeline - Bringing AI to You: End-to-end integration of data, algorithms, and deployment tools. ACM Trans. Internet Things 1(4): 26:1-26:25 (2020) - [j279]Daniele Cesarini, Andrea Bartolini, Andrea Borghesi, Carlo Cavazzoni, Mathieu Luisier, Luca Benini:
Countdown Slack: A Run-Time Library to Reduce Energy Footprint in Large-Scale MPI Applications. IEEE Trans. Parallel Distributed Syst. 31(11): 2696-2709 (2020) - [j278]Matheus A. Cavalcante, Fabian Schuiki, Florian Zaruba, Michael Schaffner, Luca Benini:
Ara: A 1-GHz+ Scalable and Energy-Efficient RISC-V Vector Processor With Multiprecision Floating-Point Support in 22-nm FD-SOI. IEEE Trans. Very Large Scale Integr. Syst. 28(2): 530-543 (2020) - [c692]Pasquale Davide Schiavone, Davide Rossi, Yan Liu, Simone Benatti, Song Luan, Ian Williams, Luca Benini, Timothy G. Constandinou:
Neuro-PULP: A Paradigm Shift Towards Fully Programmable Platforms for Neural Interfaces. AICAS 2020: 50-54 - [c691]Michael Hersche, Luca Benini, Abbas Rahimi:
Binary Models for Motor-Imagery Brain-Computer Interfaces: Sparse Random Projection and Binarized SVM. AICAS 2020: 163-167 - [c690]Marcello Zanghieri, Simone Benatti, Francesco Conti, Alessio Burrello, Luca Benini:
Temporal Variability Analysis in sEMG Hand Grasp Recognition using Temporal Convolutional Networks. AICAS 2020: 228-232 - [c689]Michael Hersche, Sara Sangalli, Luca Benini, Abbas Rahimi:
Evolvable Hyperdimensional Computing: Unsupervised Regeneration of Associative Memory to Recover Faulty Components. AICAS 2020: 281-285 - [c688]Jonathan Balkind, Katie Lim, Michael Schaffner, Fei Gao, Grigory Chirkov, Ang Li, Alexey Lavrov, Tri M. Nguyen, Yaosheng Fu, Florian Zaruba, Kunal Gulati, Luca Benini, David Wentzlaff:
BYOC: A "Bring Your Own Core" Framework for Heterogeneous-ISA Research. ASPLOS 2020: 699-714 - [c687]Andreas Kurth, Koen Wolters, Björn Forsberg, Alessandro Capotondi, Andrea Marongiu, Tobias Grosser, Luca Benini:
Mixed-data-model heterogeneous compilation and OpenMP offloading. CC 2020: 119-131 - [c686]Andrea Borghesi, Giuseppe Tagliavini, Michele Lombardi, Luca Benini, Michela Milano:
Combining learning and optimization for transprecision computing. CF 2020: 10-18 - [c685]Matheus A. Cavalcante, Andreas Kurth, Fabian Schuiki, Luca Benini:
Design of an open-source bridge between non-coherent burst-based and coherent cache-line-based memory systems. CF 2020: 81-88 - [c684]Dionysios Diamantopoulos, Florian Scheidegger, Stefan Mach, Fabian Schuiki, Germain Haugou, Michael Schaffner, Frank K. Gürkaynak, Christoph Hagleitner, A. Cristiano I. Malossi, Luca Benini:
XwattPilot: A Full-stack Cloud System Enabling Agile Development of Transprecision Software for Low-power SoCs. COOL CHIPS 2020: 1-3 - [c683]Renzo Andri, Tomas Henriksson, Luca Benini:
Extending the RISC-V ISA for Efficient RNN-based 5G Radio Resource Management. DAC 2020: 1-6 - [c682]Andreas Kurth, Samuel Riedel, Florian Zaruba, Torsten Hoefler, Luca Benini:
ATUNs: Modular and Scalable Support for Atomic Operations in a Shared Memory Multiprocessor. DAC 2020: 1-6 - [c681]Angelo Garofalo, Giuseppe Tagliavini, Francesco Conti, Davide Rossi, Luca Benini:
XpulpNN: Accelerating Quantized Neural Networks on RISC-V Processors Through ISA Extensions. DATE 2020: 186-191 - [c680]Michael Hersche, Philipp Rupp, Luca Benini, Abbas Rahimi:
Compressing Subject-specific Brain-Computer Interface Models into One Model by Superposition in Hyperdimensional Space. DATE 2020: 246-251 - [c679]Michele Magno, Xiaying Wang, Manuel Eggimann, Lukas Cavigelli, Luca Benini:
InfiniWolf: Energy Efficient Smart Bracelet for Edge Computing with Dual Source Energy Harvesting. DATE 2020: 342-345 - [c678]Rohit Prasad, Satyajit Das, Kevin J. M. Martin, Giuseppe Tagliavini, Philippe Coussy, Luca Benini, Davide Rossi:
TRANSPIRE: An energy-efficient TRANSprecision floating-point Programmable archItectuRE. DATE 2020: 1067-1072 - [c677]Chen Jie, Igor Loi, Luca Benini, Davide Rossi:
Energy-Efficient Two-level Instruction Cache Design for an Ultra-Low-Power Multi-core Cluster. DATE 2020: 1734-1739 - [c676]Victor Javier Kartsch, Fiorenzo Artoni, Simone Benatti, Silvestro Micera, Luca Benini:
Using Low-Power, Low-Cost IoT Processors in Clinical Biosignal Research: an In-depth Feasibility Check. EMBC 2020: 4008-4011 - [c675]Florian Zaruba, Fabian Schuiki, Luca Benini:
A 4096-core RISC-V Chiplet Architecture for Ultra-efficient Floating-point Computing. Hot Chips Symposium 2020: 1-24 - [c674]Alessio Burrello, Davide Brunelli, Marzia Malavisi, Luca Benini:
Enhancing Structural Health Monitoring with Vehicle Identification and Tracking. I2MTC 2020: 1-6 - [c673]Giovanni Bambini, Robert Balas, Christian Conficoni, Andrea Tilli, Luca Benini, Simone Benatti, Andrea Bartolini:
An Open-Source Scalable Thermal and Power Controller for HPC Processors. ICCD 2020: 364-367 - [c672]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. ICECS 2020: 1-4 - [c671]Philipp Mayer, Michele Magno, Luca Benini:
A Low Power and Smart Power Unit for Kinetic Self-Sustainable Wearable Devices. ICECS 2020: 1-4 - [c670]Enrico Tabanelli, Davide Brunelli, Luca Benini:
A Feature Reduction Strategy For Enabling Lightweight Non-Intrusive Load Monitoring On Edge Devices. ISIE 2020: 805-810 - [c669]Gianmarco Cerutti, Renzo Andri, Lukas Cavigelli, Elisabetta Farella, Michele Magno, Luca Benini:
Sound event detection with binary neural networks on tightly power-constrained IoT devices. ISLPED 2020: 19-24 - [c668]Michael Hersche, Edoardo Mello Rella, Alfio Di Mauro, Luca Benini, Abbas Rahimi:
Integrating event-based dynamic vision sensors with sparse hyperdimensional computing: a low-power accelerator with online learning capability. ISLPED 2020: 169-174 - [c667]Eduardo Quiñones, Sara Royuela, Claudio Scordino, Paolo Gai, Luís Miguel Pinho, Luís Nogueira, Jan Rollo, Tommaso Cucinotta, Alessandro Biondi, Arne Hamann, Dirk Ziegenbein, Hadi Saoud, Romain Soulat, Björn Forsberg, Luca Benini, Gianluca Mandò, Luigi Rucher:
The AMPERE Project: : A Model-driven development framework for highly Parallel and EneRgy-Efficient computation supporting multi-criteria optimization. ISORC 2020: 201-206 - [c666]Gianmarco Ottavi, Angelo Garofalo, Giuseppe Tagliavini, Francesco Conti, Luca Benini, Davide Rossi:
A Mixed-Precision RISC-V Processor for Extreme-Edge DNN Inference. ISVLSI 2020: 512-517 - [c665]Björn Forsberg, Maxim Mattheeuws, Andreas Kurth, Andrea Marongiu, Luca Benini:
A Synergistic Approach to Predictable Compilation and Scheduling on Commodity Multi-Cores. LCTES 2020: 108-118 - [c664]Xiaying Wang, Michael Hersche, Batuhan Tömekce, Burak Kaya, Michele Magno, Luca Benini:
An Accurate EEGNet-based Motor-Imagery Brain-Computer Interface for Low-Power Edge Computing. MeMeA 2020: 1-6 - [c663]Manuele Rusci, Alessandro Capotondi, Luca Benini:
Memory-Driven Mixed Low Precision Quantization for Enabling Deep Network Inference on Microcontrollers. MLSys 2020 - [c662]Fabian Schuiki, Andreas Kurth, Tobias Grosser, Luca Benini:
LLHD: a multi-level intermediate representation for hardware description languages. PLDI 2020: 258-271 - [c661]Leonardo Ravaglia, Manuele Rusci, Alessandro Capotondi, Francesco Conti, Lorenzo Pellegrini, Vincenzo Lomonaco, Davide Maltoni, Luca Benini:
Memory-Latency-Accuracy Trade-Offs for Continual Learning on a RISC-V Extreme-Edge Node. SiPS 2020: 1-6 - [c660]Tibor Schneider, Xiaying Wang, Michael Hersche, Lukas Cavigelli, Luca Benini:
Q-EEGNet: an Energy-Efficient 8-bit Quantized Parallel EEGNet Implementation for Edge Motor-Imagery Brain-Machine Interfaces. SMARTCOMP 2020: 284-289 - [c659]Thorir Mar Ingolfsson, Michael Hersche, Xiaying Wang, Nobuaki Kobayashi, Lukas Cavigelli, Luca Benini:
EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine Interfaces. SMC 2020: 2958-2965 - [i107]Lukas Cavigelli, Luca Benini:
RPR: Random Partition Relaxation for Training; Binary and Ternary Weight Neural Networks. CoRR abs/2001.01091 (2020) - [i106]Florian Zaruba, Fabian Schuiki, Torsten Hoefler, Luca Benini:
Snitch: A 10 kGE Pseudo Dual-Issue Processor for Area and Energy Efficient Execution of Floating-Point Intensive Workloads. CoRR abs/2002.10143 (2020) - [i105]Andrea Borghesi, Giuseppe Tagliavini, Michele Lombardi, Luca Benini, Michela Milano:
Combining Learning and Optimization for Transprecision Computing. CoRR abs/2002.10890 (2020) - [i104]Xiaying Wang, Michael Hersche, Batuhan Tömekce, Burak Kaya, Michele Magno, Luca Benini:
An Accurate EEGNet-based Motor-Imagery Brain-Computer Interface for Low-Power Edge Computing. CoRR abs/2004.00077 (2020) - [i103]Fabian Schuiki, Andreas Kurth, Tobias Grosser, Luca Benini:
LLHD: A Multi-level Intermediate Representation for Hardware Description Languages. CoRR abs/2004.03494 (2020) - [i102]Antonio Libri, Andrea Bartolini, Luca Benini:
pAElla: Edge-AI based Real-Time Malware Detection in Data Centers. CoRR abs/2004.03670 (2020) - [i101]Florian Glaser, Giuseppe Tagliavini, Davide Rossi, Germain Haugou, Qiuting Huang, Luca Benini:
Energy-Efficient Hardware-Accelerated Synchronization for Shared-L1-Memory Multiprocessor Clusters. CoRR abs/2004.06662 (2020) - [i100]Tibor Schneider, Xiaying Wang, Michael Hersche, Lukas Cavigelli, Luca Benini:
Q-EEGNet: an Energy-Efficient 8-bit Quantized Parallel EEGNet Implementation for Edge Motor-Imagery Brain-Machine Interfaces. CoRR abs/2004.11690 (2020) - [i99]Nils Wistoff, Moritz Schneider, Frank K. Gürkaynak, Luca Benini, Gernot Heiser:
Prevention of Microarchitectural Covert Channels on an Open-Source 64-bit RISC-V Core. CoRR abs/2005.02193 (2020) - [i98]Marco Carreras, Gianfranco Deriu, Luigi Raffo, Luca Benini, Paolo Meloni:
Optimizing Temporal Convolutional Network inference on FPGA-based accelerators. CoRR abs/2005.03775 (2020) - [i97]Renzo Andri, Geethan Karunaratne, Lukas Cavigelli, Luca Benini:
ChewBaccaNN: A Flexible 223 TOPS/W BNN Accelerator. CoRR abs/2005.07137 (2020) - [i96]Thorir Mar Ingolfsson, Michael Hersche, Xiaying Wang, Nobuaki Kobayashi, Lukas Cavigelli, Luca Benini:
EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine Interfaces. CoRR abs/2006.00622 (2020) - [i95]Miguel de Prado, Andrew Mundy, Rabia Saeed, Maurizio Denna, Nuria Pazos, Luca Benini:
Automated Design Space Exploration for optimised Deployment of DNN on Arm Cortex-A CPUs. CoRR abs/2006.05181 (2020) - [i94]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. CoRR abs/2006.14256 (2020) - [i93]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. CoRR abs/2006.16281 (2020) - [i92]Miguel de Prado, Romain Donze, Alessandro Capotondi, Manuele Rusci, Serge Monnerat, Luca Benini, Nuria Pazos:
Robust navigation with tinyML for autonomous mini-vehicles. CoRR abs/2007.00302 (2020) - [i91]Stefan Mach, Fabian Schuiki, Florian Zaruba, Luca Benini:
FPnew: An Open-Source Multi-Format Floating-Point Unit Architecture for Energy-Proportional Transprecision Computing. CoRR abs/2007.01530 (2020) - [i90]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. CoRR abs/2007.07654 (2020) - [i89]Alfio Di Mauro, Francesco Conti, Pasquale Davide Schiavone, Davide Rossi, Luca Benini:
Always-On 674uW @ 4GOP/s Error Resilient Binary Neural Networks with Aggressive SRAM Voltage Scaling on a 22nm IoT End-Node. CoRR abs/2007.08952 (2020) - [i88]Petar Jokic, Stephane Emery, Luca Benini:
Improving Memory Utilization in Convolutional Neural Network Accelerators. CoRR abs/2007.09963 (2020) - [i87]Leonardo Ravaglia, Manuele Rusci, Alessandro Capotondi, Francesco Conti, Lorenzo Pellegrini, Vincenzo Lomonaco, Davide Maltoni, Luca Benini:
Memory-Latency-Accuracy Trade-offs for Continual Learning on a RISC-V Extreme-Edge Node. CoRR abs/2007.13631 (2020) - [i86]Alfio Di Mauro, Davide Rossi, Antonio Pullini, Philippe Flatresse, Luca Benini:
Performance-Aware Predictive-Model-Based On-Chip Body-Bias Regulation Strategy for an ULP Multi-Core Cluster in 28nm UTBB FD-SOI. CoRR abs/2007.13667 (2020) - [i85]Manuele Rusci, Marco Fariselli, Alessandro Capotondi, Luca Benini:
Leveraging Automated Mixed-Low-Precision Quantization for tiny edge microcontrollers. CoRR abs/2008.05124 (2020) - [i84]Florian Zaruba, Fabian Schuiki, Luca Benini:
Manticore: A 4096-core RISC-V Chiplet Architecture for Ultra-efficient Floating-point Computing. CoRR abs/2008.06502 (2020) - [i83]Fabio Montagna, Stefan Mach, Simone Benatti, Angelo Garofalo, Gianmarco Ottavi, Luca Benini, Davide Rossi, Giuseppe Tagliavini:
A transprecision floating-point cluster for efficient near-sensor data analytics. CoRR abs/2008.12243 (2020) - [i82]Andreas Kurth, Wolfgang Rönninger, Thomas Benz, Matheus A. Cavalcante, Fabian Schuiki, Florian Zaruba, Luca Benini:
An Open-Source Platform for High-Performance Non-Coherent On-Chip Communication. CoRR abs/2009.05334 (2020) - [i81]Geethan Karunaratne, Manuel Schmuck, Manuel Le Gallo, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi:
Robust High-dimensional Memory-augmented Neural Networks. CoRR abs/2010.01939 (2020) - [i80]Salvatore Di Girolamo, Andreas Kurth, Alexandru Calotoiu, Thomas Benz, Timo Schneider, Jakub Beránek, Luca Benini, Torsten Hoefler:
PsPIN: A high-performance low-power architecture for flexible in-network compute. CoRR abs/2010.03536 (2020) - [i79]Gianmarco Ottavi, Angelo Garofalo, Giuseppe Tagliavini, Francesco Conti, Luca Benini, Davide Rossi:
A Mixed-Precision RISC-V Processor for Extreme-Edge DNN Inference. CoRR abs/2010.04073 (2020) - [i78]Hayate Okuhara, Ahmed Elnaqib, Davide Rossi, Alfio Di Mauro, Philipp Mayer, Pierpaolo Palestri, Luca Benini:
An Energy-Efficient Low-Voltage Swing Transceiver for mW-Range IoT End-Nodes. CoRR abs/2010.04566 (2020) - [i77]Michael Hersche, Luca Benini, Abbas Rahimi:
Binarization Methods for Motor-Imagery Brain-Computer Interface Classification. CoRR abs/2010.07004 (2020) - [i76]Moritz Scherer, Georg Rutishauser, Lukas Cavigelli, Luca Benini:
CUTIE: Beyond PetaOp/s/W Ternary DNN Inference Acceleration with Better-than-Binary Energy Efficiency. CoRR abs/2011.01713 (2020) - [i75]Paul Scheffler, Florian Zaruba, Fabian Schuiki, Torsten Hoefler, Luca Benini:
Indirection Stream Semantic Register Architecture for Efficient Sparse-Dense Linear Algebra. CoRR abs/2011.08070 (2020) - [i74]Angelo Garofalo, Giuseppe Tagliavini, Francesco Conti, Luca Benini, Davide Rossi:
XpulpNN: Enabling Energy Efficient and Flexible Inference of Quantized Neural Network on RISC-V based IoT End Nodes. CoRR abs/2011.14325 (2020) - [i73]Matheus A. Cavalcante, Samuel Riedel, Antonio Pullini, Luca Benini:
MemPool: A Shared-L1 Memory Many-Core Cluster with a Low-Latency Interconnect. CoRR abs/2012.02973 (2020)
2010 – 2019
- 2019
- [j277]Michele Magno, Giovanni A. Salvatore, Petar Jokic, Luca Benini:
Self-Sustainable Smart Ring for Long-Term Monitoring of Blood Oxygenation. IEEE Access 7: 115400-115408 (2019) - [j276]Andrea Borghesi, Andrea Bartolini, Michele Lombardi, Michela Milano, Luca Benini:
A semisupervised autoencoder-based approach for anomaly detection in high performance computing systems. Eng. Appl. Artif. Intell. 85: 634-644 (2019) - [j275]Renzo Andri, Lukas Cavigelli, Davide Rossi, Luca Benini:
Hyperdrive: A Multi-Chip Systolically Scalable Binary-Weight CNN Inference Engine. IEEE J. Emerg. Sel. Topics Circuits Syst. 9(2): 309-322 (2019) - [j274]Lukas Cavigelli, Georg Rutishauser, Luca Benini:
EBPC: Extended Bit-Plane Compression for Deep Neural Network Inference and Training Accelerators. IEEE J. Emerg. Sel. Topics Circuits Syst. 9(4): 723-734 (2019) - [j273]Andrea Borghesi, Andrea Bartolini, Michela Milano, Luca Benini:
Pricing schemes for energy-efficient HPC systems: Design and exploration. Int. J. High Perform. Comput. Appl. 33(4) (2019) - [j272]P. Anagnostou, Andres Gomez, Pascal A. Hager, Hamed Fatemi, José Pineda de Gyvez, Lothar Thiele, Luca Benini:
Energy and power awareness in hardware schedulers for energy harvesting IoT SoCs. Integr. 67: 33-43 (2019) - [j271]Mattia Salvaro, Simone Benatti, Victor Javier Kartsch, Marco Guermandi, Luca Benini:
A Minimally Invasive Low-Power Platform for Real-Time Brain Computer Interaction Based on Canonical Correlation Analysis. IEEE Internet Things J. 6(1): 967-977 (2019) - [j270]Daniele Palossi, Antonio Loquercio, Francesco Conti, Eric Flamand, Davide Scaramuzza, Luca Benini:
A 64-mW DNN-Based Visual Navigation Engine for Autonomous Nano-Drones. IEEE Internet Things J. 6(5): 8357-8371 (2019) - [j269]Manuel Schmuck, Luca Benini, Abbas Rahimi:
Hardware Optimizations of Dense Binary Hyperdimensional Computing: Rematerialization of Hypervectors, Binarized Bundling, and Combinational Associative Memory. ACM J. Emerg. Technol. Comput. Syst. 15(4): 32:1-32:25 (2019) - [j268]Antonio Pullini, Davide Rossi, Igor Loi, Giuseppe Tagliavini, Luca Benini:
Mr.Wolf: An Energy-Precision Scalable Parallel Ultra Low Power SoC for IoT Edge Processing. IEEE J. Solid State Circuits 54(7): 1970-1981 (2019) - [j267]Cristina Silvano, Giovanni Agosta, Andrea Bartolini, Andrea R. Beccari, Luca Benini, Loïc Besnard, João Bispo, Radim Cmar, João M. P. Cardoso, Carlo Cavazzoni, Daniele Cesarini, Stefano Cherubin, Federico Ficarelli, Davide Gadioli, Martin Golasowski, Antonio Libri, Jan Martinovic, Gianluca Palermo, Emanuele Vitali:
The ANTAREX domain specific language for high performance computing. Microprocess. Microsystems 68: 58-73 (2019) - [j266]Joel Matejka, Björn Forsberg, Michal Sojka, Premysl Sucha, Luca Benini, Andrea Marongiu, Zdenek Hanzálek:
Combining PREM compilation and static scheduling for high-performance and predictable MPSoC execution. Parallel Comput. 85: 27-44 (2019) - [j265]Abbas Rahimi, Pentti Kanerva, Luca Benini, Jan M. Rabaey:
Efficient Biosignal Processing Using Hyperdimensional Computing: Network Templates for Combined Learning and Classification of ExG Signals. Proc. IEEE 107(1): 123-143 (2019) - [j264]Tommaso Polonelli, Davide Brunelli, Achille Marzocchi, Luca Benini:
Slotted ALOHA on LoRaWAN-Design, Analysis, and Deployment. Sensors 19(4): 838 (2019) - [j263]Michele Magno, Lukas Sigrist, Andres Gomez, Lukas Cavigelli, Antonio Libri, Emanuel M. Popovici, Luca Benini:
SmarTEG: An Autonomous Wireless Sensor Node for High Accuracy Accelerometer-Based Monitoring. Sensors 19(12): 2747 (2019) - [j262]Christoph Leitner, Pascal A. Hager, Harald Penasso, Markus Tilp, Luca Benini, Christian Peham, Christian Baumgartner:
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