Self-sustaining Ultra-wideband Positioning System for Event-driven Indoor Localization - Philipp Mayer; Michele Magno; Luca Benini (CoRR, 2022)

Near-channel classifier: symbiotic communication and classification in high-dimensional space - Michael Hersche; Stefan Lippuner; Matthias Korb; Luca Benini; Abbas Rahimi (Brain Informatics, 2021)

DiG: enabling out-of-band scalable high-resolution monitoring for data-center analytics, automation and control (extended) - Antonio Libri; Andrea Bartolini; Luca Benini (Clust. Comput., 2021)

Guest Editors' Introduction: Machine Intelligence at the Edge - Luca Benini; Deming Chen; Jinjun Xiong; Zhiru Zhang (IEEE Des. Test, 2021)

Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Codesign - Cong Hao; Jordan Dotzel; Jinjun Xiong; Luca Benini; Zhiru Zhang; Deming Chen (IEEE Des. Test, 2021)

Improving Memory Utilization in Convolutional Neural Network Accelerators - Petar Jokic; Stéphane Emery; Luca Benini (IEEE Embed. Syst. Lett., 2021)

Efficient Transform Algorithms for Parallel Ultra-Low-Power IoT End Nodes - Benedetta Mazzoni; Simone Benatti; Luca Benini; Giuseppe Tagliavini (IEEE Embed. Syst. Lett., 2021)

Improving Autonomous Nano-Drones Performance via Automated End-to-End Optimization and Deployment of DNNs - Vlad Niculescu; Lorenzo Lamberti; Francesco Conti; Luca Benini; Daniele Palossi (IEEE J. Emerg. Sel. Topics Circuits Syst., 2021)

A TinyML Platform for On-Device Continual Learning With Quantized Latent Replays - Leonardo Ravaglia; Manuele Rusci; Davide Nadalini; Alessandro Capotondi; Francesco Conti; Luca Benini (IEEE J. Emerg. Sel. Topics Circuits Syst., 2021)

Accelerating Inference of Convolutional Neural Networks Using In-memory Computing - Martino Dazzi; Abu Sebastian; Luca Benini; Evangelos Eleftheriou (Frontiers Comput. Neurosci., 2021)

Embedded Streaming Principal Components Analysis for Network Load Reduction in Structural Health Monitoring - Alessio Burrello; Alex Marchioni; Davide Brunelli; Simone Benatti; Mauro Mangia; Luca Benini (IEEE Internet Things J., 2021)

TinyRadarNN: Combining Spatial and Temporal Convolutional Neural Networks for Embedded Gesture Recognition With Short Range Radars - Moritz Scherer; Michele Magno; Jonas Erb; Philipp Mayer; Manuel Eggimann; Luca Benini (IEEE Internet Things J., 2021)

Manticore: A 4096-Core RISC-V Chiplet Architecture for Ultraefficient Floating-Point Computing - Florian Zaruba; Fabian Schuiki; Luca Benini (IEEE Micro, 2021)

RF-Powered Low-Energy Sensor Nodes for Predictive Maintenance in Electromagnetically Harsh Industrial Environments - Giacomo Paolini; Marco Guermandi; Diego Masotti; Mazen Shanawani; Francesca Benassi; Luca Benini; Alessandra Costanzo (Sensors, 2021)

Robustifying the Deployment of tinyML Models for Autonomous Mini-Vehicles - Miguel de Prado; Manuele Rusci; Alessandro Capotondi; Romain Donze; Luca Benini; Nuria Pazos (Sensors, 2021)

Energy-Positive Activity Recognition - From Kinetic Energy Harvesting to Smart Self-Sustainable Wearable Devices - Philipp Mayer; Michele Magno; Luca Benini (IEEE Trans. Biomed. Circuits Syst., 2021)

Sub-100 \muW Multispectral Riemannian Classification for EEG-Based Brain-Machine Interfaces - Xiaying Wang; Lukas Cavigelli; Tibor Schneider; Luca Benini (IEEE Trans. Biomed. Circuits Syst., 2021)

Q-PPG: Energy-Efficient PPG-Based Heart Rate Monitoring on Wearable Devices - Alessio Burrello; Daniele Jahier Pagliari; Matteo Risso; Simone Benatti; Enrico Macii; Luca Benini; Massimo Poncino (IEEE Trans. Biomed. Circuits Syst., 2021)

HePREM: A Predictable Execution Model for GPU-based Heterogeneous SoCs - Björn Forsberg; Luca Benini; Andrea Marongiu (IEEE Trans. Computers, 2021)

Stream Semantic Registers: A Lightweight RISC-V ISA Extension Achieving Full Compute Utilization in Single-Issue Cores - Fabian Schuiki; Florian Zaruba; Torsten Hoefler; Luca Benini (IEEE Trans. Computers, 2021)

COUNTDOWN: A Run-Time Library for Performance-Neutral Energy Saving in MPI Applications - Daniele Cesarini; Andrea Bartolini; Pietro Bonfà; Carlo Cavazzoni; Luca Benini (IEEE Trans. Computers, 2021)

Efficient Pipelined Execution of CNNs Based on In-Memory Computing and Graph Homomorphism Verification - Martino Dazzi; Abu Sebastian; Thomas P. Parnell; Pier Andrea Francese; Luca Benini; Evangelos Eleftheriou (IEEE Trans. Computers, 2021)

Guest Editorial: IEEE TC Special Issue On Smart Edge Computing and IoT - Luca Benini; Simone Benatti; Taekwang Jang; Abbas Rahimi (IEEE Trans. Computers, 2021)

Snitch: A Tiny Pseudo Dual-Issue Processor for Area and Energy Efficient Execution of Floating-Point Intensive Workloads - Florian Zaruba; Fabian Schuiki; Torsten Hoefler; Luca Benini (IEEE Trans. Computers, 2021)

Automated Design Space Exploration for Optimized Deployment of DNN on Arm Cortex-A CPUs - Miguel de Prado; Andrew Mundy; Rabia Saeed; Maurizio Denna; Nuria Pazos; Luca Benini (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2021)

A 5 \(μ\)W Standard Cell Memory-Based Configurable Hyperdimensional Computing Accelerator for Always-on Smart Sensing - Manuel Eggimann; Abbas Rahimi; Luca Benini (IEEE Trans. Circuits Syst. I Regul. Pap., 2021)

A 0.5GHz 0.35mW LDO-Powered Constant-Slope Phase Interpolator With 0.22% INL - Ahmed Elnaqib; Hayate Okuhara; Taekwang Jang; Davide Rossi; Luca Benini (IEEE Trans. Circuits Syst. II Express Briefs, 2021)

Energy Efficient In-Memory Hyperdimensional Encoding for Spatio-Temporal Signal Processing - Geethan Karunaratne; Manuel Le Gallo; Michael Hersche; Giovanni Cherubini; Luca Benini; Abu Sebastian; Abbas Rahimi (IEEE Trans. Circuits Syst. II Express Briefs, 2021)

The Predictable Execution Model in Practice: Compiling Real Applications for COTS Hardware - Björn Forsberg; Marco Solieri; Marko Bertogna; Luca Benini; Andrea Marongiu (ACM Trans. Embed. Comput. Syst., 2021)

XpulpNN: Enabling Energy Efficient and Flexible Inference of Quantized Neural Networks on RISC-V Based IoT End Nodes - Angelo Garofalo; Giuseppe Tagliavini; Francesco Conti; Luca Benini; Davide Rossi (IEEE Trans. Emerg. Top. Comput., 2021)

Energy-Efficient PRBS Impedance Spectroscopy on a Digital Versatile Platform - Giulia Luciani; Marco Crescentini; Aldo Romani; Marco Chiani; Luca Benini; Marco Tartagni (IEEE Trans. Instrum. Meas., 2021)

RTK-LoRa: High-Precision, Long-Range, and Energy-Efficient Localization for Mobile IoT Devices - Philipp Mayer; Michele Magno; Armin Berger; Luca Benini (IEEE Trans. Instrum. Meas., 2021)

An Ensemble of Hyperdimensional Classifiers: Hardware-Friendly Short-Latency Seizure Detection With Automatic iEEG Electrode Selection - Alessio Burrello; Simone Benatti; Kaspar Schindler; Luca Benini; Abbas Rahimi (IEEE J. Biomed. Health Informatics, 2021)

LightSpeed: A Compact, High-Speed Optical-Link-Based 3D Optoacoustic Imager - Çagla Özsoy; Andrea Cossettini; Ali Özbek; Sergei Vostrikov; Pascal Hager; Xosé-Luís Dean-Ben; Luca Benini; Daniel Razansky (IEEE Trans. Medical Imaging, 2021)

Energy-Efficient Hardware-Accelerated Synchronization for Shared-L1-Memory Multiprocessor Clusters - Florian Glaser; Giuseppe Tagliavini; Davide Rossi; Germain Haugou; Qiuting Huang; Luca Benini (IEEE Trans. Parallel Distributed Syst., 2021)

HPC Cooling: A Flexible Modeling Tool for Effective Design and Management - Christian Conficoni; Andrea Bartolini; Andrea Tilli; Carlo Cavazzoni; Luca Benini (IEEE Trans. Sustain. Comput., 2021)

An SRAM-Based Multibit In-Memory Matrix-Vector Multiplier With a Precision That Scales Linearly in Area, Time, and Power - Riduan Khaddam-Aljameh; Pier Andrea Francese; Luca Benini; Evangelos Eleftheriou (IEEE Trans. Very Large Scale Integr. Syst., 2021)

Arnold: An eFPGA-Augmented RISC-V SoC for Flexible and Low-Power IoT End Nodes - Pasquale Davide Schiavone; Davide Rossi; Alfio Di Mauro; Frank K. Gürkaynak; Timothy Saxe; Mao Wang; Ket Chong Yap; Luca Benini (IEEE Trans. Very Large Scale Integr. Syst., 2021)

FPnew: An Open-Source Multiformat Floating-Point Unit Architecture for Energy-Proportional Transprecision Computing - Stefan Mach; Fabian Schuiki; Florian Zaruba; Luca Benini (IEEE Trans. Very Large Scale Integr. Syst., 2021)

RNN-Based Radio Resource Management on Multicore RISC-V Accelerator Architectures - Gianna Paulin; Renzo Andri; Francesco Conti; Luca Benini (IEEE Trans. Very Large Scale Integr. Syst., 2021)

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 - Hayate Okuhara; Ahmed Elnaqib; Martino Dazzi; Pierpaolo Palestri; Simone Benatti; Luca Benini; Davide Rossi (IEEE Trans. Very Large Scale Integr. Syst., 2021)

Efficient image dataset classification difficulty estimation for predicting deep-learning accuracy - Florian Scheidegger; Roxana Istrate; Giovanni Mariani; Luca Benini; Costas Bekas; A. Cristiano I. Malossi (Vis. Comput., 2021)

ECG-TCN: Wearable Cardiac Arrhythmia Detection with a Temporal Convolutional Network - Thorir Mar Ingolfsson; Xiaying Wang; Michael Hersche; Alessio Burrello; Lukas Cavigelli; Luca Benini (3rd IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2021, Washington, DC, USA, June 6-9, 2021, 2021)

Automated Tuning of End-to-end Neural Flight Controllers for Autonomous Nano-drones - Vlad Niculescu; Lorenzo Lamberti; Daniele Palossi; Luca Benini (3rd IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2021, Washington, DC, USA, June 6-9, 2021, 2021)

End-to-end 100-TOPS/W Inference With Analog In-Memory Computing: Are We There Yet? - Gianmarco Ottavi; Geethan Karunaratne; Francesco Conti; Irem Boybat; Luca Benini; Davide Rossi (3rd IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2021, Washington, DC, USA, June 6-9, 2021, 2021)

Streamlining the OpenMP Programming Model on Ultra-Low-Power Multi-core MCUs - Fabio Montagna; Giuseppe Tagliavini; Davide Rossi; Angelo Garofalo; Luca Benini (Architecture of Computing Systems - 34th International Conference, ARCS 2021, Virtual Event, June 7-8, 2021, Proceedings, 2021)

XpulpNN: Enabling Energy Efficient and Flexible Inference of Quantized Neural Networks on RISC-V based IoT End Nodes - Angelo Garofalo; Giuseppe Tagliavini; Francesco Conti; Luca Benini; Davide Rossi (28th IEEE Symposium on Computer Arithmetic, ARITH 2021, Lyngby, Denmark, June 14-16, 2021, 2021)

To Buffer, or Not to Buffer? A Case Study on FFT Accelerators for Ultra-Low-Power Multicore Clusters - Luca Bertaccini; Luca Benini; Francesco Conti (32nd IEEE International Conference on Application-specific Systems, Architectures and Processors, ASAP 2021, Virtual Conference, USA, July 7-9, 2021, 2021)

Towards Long-term Non-invasive Monitoring for Epilepsy via Wearable EEG Devices - Thorir Mar Ingolfsson; Andrea Cossettini; Xiaying Wang; Enrico Tabanelli; Giuseppe Tagliavini; Philippe Ryvlin; Luca Benini; Simone Benatti (IEEE Biomedical Circuits and Systems Conference, BioCAS 2021, Berlin, Germany, October 7-9, 2021, 2021)

A Microcontroller is All You Need: Enabling Transformer Execution on Low-Power IoT Endnodes - Alessio Burrello; Moritz Scherer; Marcello Zanghieri; Francesco Conti; Luca Benini (2021 IEEE International Conference on Omni-Layer Intelligent Systems, COINS 2021, Barcelona, Spain, August 23-25, 2021, 2021)

sEMG-based Regression of Hand Kinematics with Temporal Convolutional Networks on a Low-Power Edge Microcontroller - Marcello Zanghieri; Simone Benatti; Alessio Burrello; Victor Javier Kartsch Morinigo; Roberto Meattini; Gianluca Palli; Claudio Melchiorri; Luca Benini (2021 IEEE International Conference on Omni-Layer Intelligent Systems, COINS 2021, Barcelona, Spain, August 23-25, 2021, 2021)

Pruning In Time (PIT): A Lightweight Network Architecture Optimizer for Temporal Convolutional Networks - Matteo Risso; Alessio Burrello; Daniele Jahier Pagliari; Francesco Conti; Lorenzo Lamberti; Enrico Macii; Luca Benini; Massimo Poncino (58th ACM/IEEE Design Automation Conference, DAC 2021, San Francisco, CA, USA, December 5-9, 2021, 2021)

Microarchitectural Timing Channels and their Prevention on an Open-Source 64-bit RISC-V Core - Nils Wistoff; Moritz Schneider; Frank K. Gürkaynak; Luca Benini; Gernot Heiser (Design, Automation & Test in Europe Conference & Exhibition, DATE 2021, Grenoble, France, February 1-5, 2021, 2021)

MemPool: A Shared-L1 Memory Many-Core Cluster with a Low-Latency Interconnect - Matheus A. Cavalcante; Samuel Riedel; Antonio Pullini; Luca Benini (Design, Automation & Test in Europe Conference & Exhibition, DATE 2021, Grenoble, France, February 1-5, 2021, 2021)

RISC-V for Real-time MCUs - Software Optimization and Microarchitectural Gap Analysis - Robert Balas; Luca Benini (Design, Automation & Test in Europe Conference & Exhibition, DATE 2021, Grenoble, France, February 1-5, 2021, 2021)

Analyzing Memory Interference of FPGA Accelerators on Multicore Hosts in Heterogeneous Reconfigurable SoCs - Maxim Mattheeuws; Björn Forsberg; Andreas Kurth; Luca Benini (Design, Automation & Test in Europe Conference & Exhibition, DATE 2021, Grenoble, France, February 1-5, 2021, 2021)

Prediction of Thermal Hazards in a Real Datacenter Room Using Temporal Convolutional Networks - Mohsen Seyedkazemi Ardebili; Marcello Zanghieri; Alessio Burrello; Francesco Beneventi; Andrea Acquaviva; Luca Benini; Andrea Bartolini (Design, Automation & Test in Europe Conference & Exhibition, DATE 2021, Grenoble, France, February 1-5, 2021, 2021)

Fünfiiber-Drone: A Modular Open-Platform 18-grams Autonomous Nano-Drone - Hanna Müller; Daniele Palossi; Stefan Mach; Francesco Conti; Luca Benini (Design, Automation & Test in Europe Conference & Exhibition, DATE 2021, Grenoble, France, February 1-5, 2021, 2021)

Indirection Stream Semantic Register Architecture for Efficient Sparse-Dense Linear Algebra - Paul Scheffler; Florian Zaruba; Fabian Schuiki; Torsten Hoefler; Luca Benini (Design, Automation & Test in Europe Conference & Exhibition, DATE 2021, Grenoble, France, February 1-5, 2021, 2021)

FlyDVS: An Event-Driven Wireless Ultra-Low Power Visual Sensor Node - Alfio Di Mauro; Moritz Scherer; Jordi Fornt Mas; Basile Bougenot; Michele Magno; Luca Benini (Design, Automation & Test in Europe Conference & Exhibition, DATE 2021, Grenoble, France, February 1-5, 2021, 2021)

UStEMG: an Ultrasound Transparent Tattoo-based sEMG System for Unobtrusive Parallel Acquisitions of Muscle Electro-mechanics - Christoph Leitner; Simone Benatti; Kirill Keller; Andrea Cossettini; Victor Javier Kartsch; Harald Penasso; Luca Benini; Francesco Greco; Christian Baumgartner (43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, EMBC 2021, Mexico, November 1-5, 2021, 2021)

A 10-core SoC with 20 Fine-Grain Power Domains for Energy-Proportional Data-Parallel Processing over a Wide Voltage and Temperature Range - Thomas Benz; Luca Bertaccini; Florian Zaruba; Fabian Schuiki; Frank K. Gürkaynak; Luca Benini (47th ESSCIRC 2021 - European Solid State Circuits Conference, ESSCIR 2021, Grenoble, France, September 13-22, 2021, 2021)

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; Gianmarco Ottavi; Alfio Di Mauro; Francesco Conti; Giuseppe Tagliavini; Luca Benini; Davide Rossi (47th ESSCIRC 2021 - European Solid State Circuits Conference, ESSCIR 2021, Grenoble, France, September 13-22, 2021, 2021)

Model-based vs. Data-driven Approaches for Anomaly Detection in Structural Health Monitoring: a Case Study - Amirhossein Moallemi; Alessio Burrello; Davide Brunelli; Luca Benini (IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2021, Glasgow, United Kingdom, May 17-20, 2021, 2021)

Towards Always-on Event-based Cameras for Long-lasting Battery-operated Smart Sensor Nodes - Moritz Scherer; Philipp Mayer; Alfio Di Mauro; Michele Magno; Luca Benini (IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2021, Glasgow, United Kingdom, May 17-20, 2021, 2021)

Banshee: A Fast LLVM-Based RISC-V Binary Translator - Samuel Riedel; Fabian Schuiki; Paul Scheffler; Florian Zaruba; Luca Benini (IEEE/ACM International Conference On Computer Aided Design, ICCAD 2021, Munich, Germany, November 1-4, 2021, 2021)

GVSoC: A Highly Configurable, Fast and Accurate Full-Platform Simulator for RISC-V based IoT Processors - Nazareno Bruschi; Germain Haugou; Giuseppe Tagliavini; Francesco Conti; Luca Benini; Davide Rossi (39th IEEE International Conference on Computer Design, ICCD 2021, Storrs, CT, USA, October 24-27, 2021, 2021)

WindNode: A Long-Lasting And Long-Range Bluetooth Wireless Sensor Node for Pressure and Acoustic Monitoring on Wind Turbines - Raphael Fischer; Hanna Müller; Tommaso Polonelli; Luca Benini; Michele Magno (4th IEEE International Conference on Industrial Cyber-Physical Systems, ICPS 2021, Victoria, BC, Canada, May 10-12, 2021, 2021)

A RISC-V in-network accelerator for flexible high-performance low-power packet processing - Salvatore Di Girolamo; Andreas Kurth; Alexandru Calotoiu; Thomas Benz; Timo Schneider; Jakub Beránek; Luca Benini; Torsten Hoefler (48th ACM/IEEE Annual International Symposium on Computer Architecture, ISCA 2021, Virtual Event / Valencia, Spain, June 14-18, 2021, 2021)

ChewBaccaNN: A Flexible 223 TOPS/W BNN Accelerator - Renzo Andri; Geethan Karunaratne; Lukas Cavigelli; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2021, Daegu, South Korea, May 22-28, 2021, 2021)

Tiny-FPU: Low-Cost Floating-Point Support for Small RISC-V MCU Cores - Luca Bertaccini; Matteo Perotti; Stefan Mach; Pasquale Davide Schiavone; Florian Zaruba; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2021, Daegu, South Korea, May 22-28, 2021, 2021)

Low-Power License Plate Detection and Recognition on a RISC-V Multi-Core MCU-Based Vision System - Lorenzo Lamberti; Manuele Rusci; Marco Fariselli; Francesco Paci; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2021, Daegu, South Korea, May 22-28, 2021, 2021)

H-Watch: An Open, Connected Platform for AI-Enhanced COVID19 Infection Symptoms Monitoring and Contact Tracing - Tommaso Polonelli; Lukas Schulthess; Philipp Mayer; Michele Magno; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2021, Daegu, South Korea, May 22-28, 2021, 2021)

Robustifying the Deployment of tinyML Models for Autonomous Mini-Vehicles - Miguel de Prado; Manuele Rusci; Romain Donze; Alessandro Capotondi; Serge Monnerat; Luca Benini; Nuria Pazos (IEEE International Symposium on Circuits and Systems, ISCAS 2021, Daegu, South Korea, May 22-28, 2021, 2021)

Robust and Energy-Efficient PPG-Based Heart-Rate Monitoring - Matteo Risso; Alessio Burrello; Daniele Jahier Pagliari; Simone Benatti; Enrico Macii; Luca Benini; Massimo Poncino (IEEE International Symposium on Circuits and Systems, ISCAS 2021, Daegu, South Korea, May 22-28, 2021, 2021)

Mixed-Precision Quantization and Parallel Implementation of Multispectral Riemannian Classification for Brain-Machine Interfaces - Xiaying Wang; Tibor Schneider; Michael Hersche; Lukas Cavigelli; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2021, Daegu, South Korea, May 22-28, 2021, 2021)

TCN Mapping Optimization for Ultra-Low Power Time-Series Edge Inference - Alessio Burrello; Alberto Dequino; Daniele Jahier Pagliari; Francesco Conti; Marcello Zanghieri; Enrico Macii; Luca Benini; Massimo Poncino (IEEE/ACM International Symposium on Low Power Electronics and Design, ISLPED 2021, Boston, MA, USA, July 26-28, 2021, 2021)

4.4 A 1.3TOPS/W @ 32GOPS Fully Integrated 10-Core SoC for IoT End-Nodes with 1.7\(μ\)W Cognitive Wake-Up From MRAM-Based State-Retentive Sleep Mode - Davide Rossi; Francesco Conti; Manuel Eggimann; Stefan Mach; Alfio Di Mauro; Marco Guermandi; Giuseppe Tagliavini; Antonio Pullini; Igor Loi; Jie Chen; Eric Flamand; Luca Benini (IEEE International Solid-State Circuits Conference, ISSCC 2021, San Francisco, CA, USA, February 13-22, 2021, 2021)

Session 9 Overview: ML Processors From Cloud to Edge Machine Learning Subcommittee - Sukhwan Lim; Luca Benini; Vivienne Sze (IEEE International Solid-State Circuits Conference, ISSCC 2021, San Francisco, CA, USA, February 13-22, 2021, 2021)

F1: Striking the Balance Between Energy Efficiency & Flexibility: General-Purpose vs Special-Purpose ML Processors - Sukhwan Lim; Yongpan Liu; Luca Benini; Tanay Karnik; Hsie-Chia Chang (IEEE International Solid-State Circuits Conference, ISSCC 2021, San Francisco, CA, USA, February 13-22, 2021, 2021)

SE2: Going Remote: Challenges and Opportunities to Remote Learning, Work, and Collaboration - Alicia Klinefelter; Huichu Liu; Luca Benini; Yvain Thonnart; Keith A. Bowman; Kathy Wilcox; David Bol; Alvin Loke; Ofer Shacham (IEEE International Solid-State Circuits Conference, ISSCC 2021, San Francisco, CA, USA, February 13-22, 2021, 2021)

Battery-Less Face Recognition at the Extreme Edge - Petar Jokic; Stéphane Emery; Luca Benini (19th IEEE International New Circuits and Systems Conference, NEWCAS 2021, Toulon, France, June 13-16, 2021, 2021)

RVfplib: A Fast and Compact Open-Source Floating-Point Emulation Library for Tiny RISC-V Processors - Matteo Perotti; Giuseppe Tagliavini; Stefan Mach; Luca Bertaccini; Luca Benini (Embedded Computer Systems: Architectures, Modeling, and Simulation - 21st International Conference, SAMOS 2021, Virtual Event, July 4-8, 2021, Proceedings, 2021)

Adaptive Random Forests for Energy-Efficient Inference on Microcontrollers - Francesco Daghero; Alessio Burrello; Chen Xie; Luca Benini; Andrea Calimera; Enrico Macii; Massimo Poncino; Daniele Jahier Pagliari (29th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2021, Singapore, Singapore, October 4-7, 2021, 2021)

Hardware-In-The Loop Emulation for Agile Co-Design of Parallel Ultra-Low Power IoT Processors - Luca Valente; Davide Rossi; Luca Benini (29th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2021, Singapore, Singapore, October 4-7, 2021, 2021)

Low-Overhead Early-Stopping Policies for Efficient Random Forests Inference on Microcontrollers - Francesco Daghero; Alessio Burrello; Chen Xie; Luca Benini; Andrea Calimera; Enrico Macii; Massimo Poncino; Daniele Jahier Pagliari (VLSI-SoC: Technology Advancement on SoC Design - 29th IFIP WG 10.5/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2021, Singapore, October 4-8, 2021, Revised and Extended Selected Papers, 2021)

A Sub-mW Dual-Engine ML Inference System-on-Chip for Complete End-to-End Face-Analysis at the Edge - Petar Jokic; Erfan Azarkhish; Régis Cattenoz; Engin Türetken; Luca Benini; Stéphane Emery (2021 Symposium on VLSI Circuits, Kyoto, Japan, June 13-19, 2021, 2021)

Sound Event Detection with Binary Neural Networks on Tightly Power-Constrained IoT Devices - Gianmarco Cerutti; Renzo Andri; Lukas Cavigelli; Michele Magno; Elisabetta Farella; Luca Benini (CoRR, 2021)

A 5 \(μ\)W Standard Cell Memory-based Configurable Hyperdimensional Computing Accelerator for Always-on Smart Sensing - Manuel Eggimann; Abbas Rahimi; Luca Benini (CoRR, 2021)

Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power Autonomous Flying Nano-UAVs - Daniele Palossi; Nicky Zimmerman; Alessio Burrello; Francesco Conti; Hanna Müller; Luca Maria Gambardella; Luca Benini; Alessandro Giusti; Jérôme Guzzi (CoRR, 2021)

ECG-TCN: Wearable Cardiac Arrhythmia Detection with a Temporal Convolutional Network - Thorir Mar Ingolfsson; Xiaying Wang; Michael Hersche; Alessio Burrello; Lukas Cavigelli; Luca Benini (CoRR, 2021)

Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Co-design - Cong Hao; Jordan Dotzel; Jinjun Xiong; Luca Benini; Zhiru Zhang; Deming Chen (CoRR, 2021)

Implementing CNN Layers on the Manticore Cluster-Based Many-Core Architecture - Andreas Kurth; Fabian Schuiki; Luca Benini (CoRR, 2021)

Structural Health Monitoring system with Narrowband IoT and MEMS sensors - Flavio Di Nuzzo; Davide Brunelli; Tommaso Polonelli; Luca Benini (CoRR, 2021)

Trimming Feature Extraction and Inference for MCU-based Edge NILM: a Systematic Approach - Enrico Tabanelli; Davide Brunelli; Andrea Acquaviva; Luca Benini (CoRR, 2021)

Towards Long-term Non-invasive Monitoring for Epilepsy via Wearable EEG Devices - Thorir Mar Ingolfsson; Andrea Cossettini; Xiaying Wang; Enrico Tabanelli; Giuseppe Tagliavini; Philippe Ryvlin; Luca Benini; Simone Benatti (CoRR, 2021)

Energy Efficient In-memory Hyperdimensional Encoding for Spatio-temporal Signal Processing - Geethan Karunaratne; Manuel Le Gallo; Michael Hersche; Giovanni Cherubini; Luca Benini; Abu Sebastian; Abbas Rahimi (CoRR, 2021)

A Construction Kit for Efficient Low Power Neural Network Accelerator Designs - Petar Jokic; Erfan Azarkhish; Andrea Bonetti; Marc Pons; Stéphane Emery; Luca Benini (CoRR, 2021)

DNN is not all you need: Parallelizing Non-Neural ML Algorithms on Ultra-Low-Power IoT Processors - Enrico Tabanelli; Giuseppe Tagliavini; Luca Benini (CoRR, 2021)

SmartHand: Towards Embedded Smart Hands for Prosthetic and Robotic Applications - Xiaying Wang; Fabian Geiger; Vlad Niculescu; Michele Magno; Luca Benini (CoRR, 2021)

Memory-Aware Partitioning of Machine Learning Applications for Optimal Energy Use in Batteryless Systems - Andres Gomez; Andreas Tretter; Pascal Alexander Hager; Praveenth Sanmugarajah; Luca Benini; Lothar Thiele (CoRR, 2021)

End-to-end 100-TOPS/W Inference With Analog In-Memory Computing: Are We There Yet? - Gianmarco Ottavi; Geethan Karunaratne; Francesco Conti; Irem Boybat; Luca Benini; Davide Rossi (CoRR, 2021)

A Fully-Integrated 5mW, 0.8Gbps Energy-Efficient Chip-to-Chip Data Link for Ultra-Low-Power IoT End-Nodes in 65-nm CMOS - Hayate Okuhara; Ahmed Elnaqib; Martino Dazzi; Pierpaolo Palestri; Simone Benatti; Luca Benini; Davide Rossi (CoRR, 2021)

Vega: A 10-Core SoC for IoT End-Nodes with DNN Acceleration and Cognitive Wake-Up From MRAM-Based State-Retentive Sleep Mode - 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 (CoRR, 2021)

A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays - Leonardo Ravaglia; Manuele Rusci; Davide Nadalini; Alessandro Capotondi; Francesco Conti; Luca Benini (CoRR, 2021)

MemPool-3D: Boosting Performance and Efficiency of Shared-L1 Memory Many-Core Clusters with 3D Integration - Matheus A. Cavalcante; Anthony Agnesina; Samuel Riedel; Moritz Brunion; Alberto García-Ortiz; Dragomir Milojevic; Francky Catthoor; Sung Kyu Lim; Luca Benini (CoRR, 2021)

A Flexible, Low-Power Platform for UAV-Based Data Collection From Remote Sensors - Tommaso Polonelli; Yuan Qin; Eric M. Yeatman; Luca Benini; David E. Boyle (IEEE Access, 2020)

Optimizing Temporal Convolutional Network Inference on FPGA-Based Accelerators - Marco Carreras; Gianfranco Deriu; Luigi Raffo; Luca Benini; Paolo Meloni (IEEE J. Emerg. Sel. Topics Circuits Syst., 2020)

Binarization Methods for Motor-Imagery Brain-Computer Interface Classification - Michael Hersche; Luca Benini; Abbas Rahimi (IEEE J. Emerg. Sel. Topics Circuits Syst., 2020)

Performance-aware predictive-model-based on-chip body-bias regulation strategy for an ULP multi-core cluster in 28 nm UTBB FD-SOI - Alfio Di Mauro; Davide Rossi; Antonio Pullini; Philippe Flatresse; Luca Benini (Integr., 2020)

FANN-on-MCU: An Open-Source Toolkit for Energy-Efficient Neural Network Inference at the Edge of the Internet of Things - Xiaying Wang; Michele Magno; Lukas Cavigelli; Luca Benini (IEEE Internet Things J., 2020)

pAElla: Edge AI-Based Real-Time Malware Detection in Data Centers - Antonio Libri; Andrea Bartolini; Luca Benini (IEEE Internet Things J., 2020)

A2Event: A Micro-Watt Programmable Frequency-Time Detector for Always-On Energy-Neutral Sensing - Philipp Mayer; Michele Magno; Luca Benini (Sustain. Comput. Informatics Syst., 2020)

Robust Real-Time Embedded EMG Recognition Framework Using Temporal Convolutional Networks on a Multicore IoT Processor - Marcello Zanghieri; Simone Benatti; Alessio Burrello; Victor Javier Kartsch; Francesco Conti; Luca Benini (IEEE Trans. Biomed. Circuits Syst., 2020)

Hyperdimensional Computing With Local Binary Patterns: One-Shot Learning of Seizure Onset and Identification of Ictogenic Brain Regions Using Short-Time iEEG Recordings - Alessio Burrello; Kaspar Schindler; Luca Benini; Abbas Rahimi (IEEE Trans. Biomed. Eng., 2020)

FlexFloat: A Software Library for Transprecision Computing - Giuseppe Tagliavini; Andrea Marongiu; Luca Benini (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020)

Robust Identification of Thermal Models for In-Production High-Performance-Computing Clusters With Machine Learning-Based Data Selection - Federico Pittino; Roberto Diversi; Luca Benini; Andrea Bartolini (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020)

Modular Design and Optimization of Biomedical Applications for Ultralow Power Heterogeneous Platforms - Elisabetta De Giovanni; Fabio Montagna; Benoît W. Denkinger; Simone Machetti; Miguel Peón-Quirós; Simone Benatti; Davide Rossi; Luca Benini; David Atienza (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020)

CMix-NN: Mixed Low-Precision CNN Library for Memory-Constrained Edge Devices - Alessandro Capotondi; Manuele Rusci; Marco Fariselli; Luca Benini (IEEE Trans. Circuits Syst. II Express Briefs, 2020)

Always-On 674\(μ\) W@4GOP/s Error Resilient Binary Neural Networks With Aggressive SRAM Voltage Scaling on a 22-nm IoT End-Node - Alfio Di Mauro; Francesco Conti; Pasquale Davide Schiavone; Davide Rossi; Luca Benini (IEEE Trans. Circuits Syst., 2020)

CBinfer: Exploiting Frame-to-Frame Locality for Faster Convolutional Network Inference on Video Streams - Lukas Cavigelli; Luca Benini (IEEE Trans. Circuits Syst. Video Technol., 2020)

Thermal Model Identification of Computing Nodes in High-Performance Computing Systems - Roberto Diversi; Andrea Bartolini; Luca Benini (IEEE Trans. Ind. Electron., 2020)

NB-IoT Versus LoRaWAN: An Experimental Evaluation for Industrial Applications - Massimo Ballerini; Tommaso Polonelli; Davide Brunelli; Michele Magno; Luca Benini (IEEE Trans. Ind. Informatics, 2020)

BrightNet: A Deep CNN for OLED-Based Point of Care Immunofluorescent Diagnostic Systems - Andrea Samore; Manuele Rusci; Damiana Lazzaro; Patrizia Melpignano; Luca Benini; Serena Morigi (IEEE Trans. Instrum. Meas., 2020)

Bonseyes AI Pipeline - Bringing AI to You: End-to-end integration of data, algorithms, and deployment tools - 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 (ACM Trans. Internet Things, 2020)

Countdown Slack: A Run-Time Library to Reduce Energy Footprint in Large-Scale MPI Applications - Daniele Cesarini; Andrea Bartolini; Andrea Borghesi; Carlo Cavazzoni; Mathieu Luisier; Luca Benini (IEEE Trans. Parallel Distributed Syst., 2020)

Ara: A 1-GHz+ Scalable and Energy-Efficient RISC-V Vector Processor With Multiprecision Floating-Point Support in 22-nm FD-SOI - Matheus A. Cavalcante; Fabian Schuiki; Florian Zaruba; Michael Schaffner; Luca Benini (IEEE Trans. Very Large Scale Integr. Syst., 2020)

Neuro-PULP: A Paradigm Shift Towards Fully Programmable Platforms for Neural Interfaces - Pasquale Davide Schiavone; Davide Rossi; Yan Liu; Simone Benatti; Song Luan; Ian Williams; Luca Benini; Timothy G. Constandinou (2nd IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2020, Genova, Italy, August 31 - September 2, 2020, 2020)

Binary Models for Motor-Imagery Brain-Computer Interfaces: Sparse Random Projection and Binarized SVM - Michael Hersche; Luca Benini; Abbas Rahimi (2nd IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2020, Genova, Italy, August 31 - September 2, 2020, 2020)

Temporal Variability Analysis in sEMG Hand Grasp Recognition using Temporal Convolutional Networks - Marcello Zanghieri; Simone Benatti; Francesco Conti; Alessio Burrello; Luca Benini (2nd IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2020, Genova, Italy, August 31 - September 2, 2020, 2020)

Evolvable Hyperdimensional Computing: Unsupervised Regeneration of Associative Memory to Recover Faulty Components - Michael Hersche; Sara Sangalli; Luca Benini; Abbas Rahimi (2nd IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2020, Genova, Italy, August 31 - September 2, 2020, 2020)

BYOC: A "Bring Your Own Core" Framework for Heterogeneous-ISA Research - 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; et al. (ASPLOS '20: Architectural Support for Programming Languages and Operating Systems, Lausanne, Switzerland, March 16-20, 2020, 2020)

Mixed-data-model heterogeneous compilation and OpenMP offloading - Andreas Kurth; Koen Wolters; Björn Forsberg; Alessandro Capotondi; Andrea Marongiu; Tobias Grosser; Luca Benini (CC '20: 29th International Conference on Compiler Construction, San Diego, CA, USA, February 22-23, 2020, 2020)

Combining learning and optimization for transprecision computing - Andrea Borghesi; Giuseppe Tagliavini; Michele Lombardi; Luca Benini; Michela Milano (Proceedings of the 17th ACM International Conference on Computing Frontiers, CF 2020, Catania, Sicily, Italy, May 11-13, 2020, 2020)

Design of an open-source bridge between non-coherent burst-based and coherent cache-line-based memory systems - Matheus A. Cavalcante; Andreas Kurth; Fabian Schuiki; Luca Benini (Proceedings of the 17th ACM International Conference on Computing Frontiers, CF 2020, Catania, Sicily, Italy, May 11-13, 2020, 2020)

XwattPilot: A Full-stack Cloud System Enabling Agile Development of Transprecision Software for Low-power SoCs - Dionysios Diamantopoulos; Florian Scheidegger; Stefan Mach; Fabian Schuiki; Germain Haugou; Michael Schaffner; Frank K. Gürkaynak; Christoph Hagleitner; A. Cristiano I. Malossi; Luca Benini (2020 IEEE Symposium in Low-Power and High-Speed Chips, COOL CHIPS 2020, Kokubunji, Japan, April 15-17, 2020, 2020)

Extending the RISC-V ISA for Efficient RNN-based 5G Radio Resource Management - Renzo Andri; Tomas Henriksson; Luca Benini (57th ACM/IEEE Design Automation Conference, DAC 2020, San Francisco, CA, USA, July 20-24, 2020, 2020)

ATUNs: Modular and Scalable Support for Atomic Operations in a Shared Memory Multiprocessor - Andreas Kurth; Samuel Riedel; Florian Zaruba; Torsten Hoefler; Luca Benini (57th ACM/IEEE Design Automation Conference, DAC 2020, San Francisco, CA, USA, July 20-24, 2020, 2020)

XpulpNN: Accelerating Quantized Neural Networks on RISC-V Processors Through ISA Extensions - Angelo Garofalo; Giuseppe Tagliavini; Francesco Conti; Davide Rossi; Luca Benini (2020 Design, Automation & Test in Europe Conference & Exhibition, DATE 2020, Grenoble, France, March 9-13, 2020, 2020)

Compressing Subject-specific Brain-Computer Interface Models into One Model by Superposition in Hyperdimensional Space - Michael Hersche; Philipp Rupp; Luca Benini; Abbas Rahimi (2020 Design, Automation & Test in Europe Conference & Exhibition, DATE 2020, Grenoble, France, March 9-13, 2020, 2020)

InfiniWolf: Energy Efficient Smart Bracelet for Edge Computing with Dual Source Energy Harvesting - Michele Magno; Xiaying Wang; Manuel Eggimann; Lukas Cavigelli; Luca Benini (2020 Design, Automation & Test in Europe Conference & Exhibition, DATE 2020, Grenoble, France, March 9-13, 2020, 2020)

TRANSPIRE: An energy-efficient TRANSprecision floating-point Programmable archItectuRE - Rohit Prasad; Satyajit Das; Kevin J. M. Martin; Giuseppe Tagliavini; Philippe Coussy; Luca Benini; Davide Rossi (2020 Design, Automation & Test in Europe Conference & Exhibition, DATE 2020, Grenoble, France, March 9-13, 2020, 2020)

Energy-Efficient Two-level Instruction Cache Design for an Ultra-Low-Power Multi-core Cluster - Jie Chen; Igor Loi; Luca Benini; Davide Rossi (2020 Design, Automation & Test in Europe Conference & Exhibition, DATE 2020, Grenoble, France, March 9-13, 2020, 2020)

Using Low-Power, Low-Cost IoT Processors in Clinical Biosignal Research: an In-depth Feasibility Check - Victor Javier Kartsch; Fiorenzo Artoni; Simone Benatti; Silvestro Micera; Luca Benini (42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, EMBC 2020, Montreal, QC, Canada, July 20-24, 2020, 2020)

Predicting Hard Disk Failures in Data Centers Using Temporal Convolutional Neural Networks - Alessio Burrello; Daniele Jahier Pagliari; Andrea Bartolini; Luca Benini; Enrico Macii; Massimo Poncino (Euro-Par 2020: Parallel Processing Workshops - Euro-Par 2020 International Workshops, Warsaw, Poland, August 24-25, 2020, Revised Selected Papers, 2020)

A 4096-core RISC-V Chiplet Architecture for Ultra-efficient Floating-point Computing - Florian Zaruba; Fabian Schuiki; Luca Benini (IEEE Hot Chips 32 Symposium, HCS 2020, Palo Alto, CA, USA, August 16-18, 2020, 2020)

Enhancing Structural Health Monitoring with Vehicle Identification and Tracking - Alessio Burrello; Davide Brunelli; Marzia Malavisi; Luca Benini (2020 IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2020, Dubrovnik, Croatia, May 25-28, 2020, 2020)

An Open-Source Scalable Thermal and Power Controller for HPC Processors - Giovanni Bambini; Robert Balas; Christian Conficoni; Andrea Tilli; Luca Benini; Simone Benatti; Andrea Bartolini (38th IEEE International Conference on Computer Design, ICCD 2020, Hartford, CT, USA, October 18-21, 2020, 2020)

Energy-Efficient Adaptive Machine Learning on IoT End-Nodes With Class-Dependent Confidence - Francesco Daghero; Alessio Burrello; Daniele Jahier Pagliari; Luca Benini; Enrico Macii; Massimo Poncino (27th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2020, Glasgow, Scotland, UK, November 23-25, 2020, 2020)

A Low Power and Smart Power Unit for Kinetic Self-Sustainable Wearable Devices - Philipp Mayer; Michele Magno; Luca Benini (27th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2020, Glasgow, Scotland, UK, November 23-25, 2020, 2020)

Ultra-low energy pest detection for smart agriculture - Davide Brunelli; Tommaso Polonelli; Luca Benini (2020 IEEE Sensors, Rotterdam, The Netherlands, October 25-28, 2020, 2020)

Ultra-High Frequency (500 MHz) Capacitance Spectroscopy for Nanobiosensing - Andrea Cossettini; Denis Brandalise; Pierpaolo Palestri; Alessandro Bertacchini; Michele Ramponi; Frans Widdershoven; Luca Benini; Luca Selmi (2020 IEEE Sensors, Rotterdam, The Netherlands, October 25-28, 2020, 2020)

Towards a compact, high-speed optical linkbased 3D optoacoustic imager - Çagla Özsoy; Andrea Cossettini; Pascal Hager; Sergei Vostrikov; Xosé-Luís Dean-Ben; Luca Benini; Daniel Razansky (2020 IEEE Sensors, Rotterdam, The Netherlands, October 25-28, 2020, 2020)

An Energy-efficient Localization System for Imprecisely Positioned Sensor Nodes with Flying UAVs - Vlad Niculescu; Michele Magno; Daniele Palossi; Luca Benini (18th IEEE International Conference on Industrial Informatics, INDIN 2020, Warwick, United Kingdom, July 20-23, 2020, 2020)

Live Demonstration: Exploiting Body-Biasing for Static Corner Trimming and Maximum Energy Efficiency Operation in 22nm FDX Technology - Alfio Di Mauro; Florian Zaruba; Fabian Schuiki; Stefan Mach; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2020, Sevilla, Spain, October 10-21, 2020, 2020)

An Energy-Efficient Low-Voltage Swing Transceiver for mW-Range IoT End-Nodes - Hayate Okuhara; Ahmed Elnaqib; Davide Rossi; Alfio Di Mauro; Philipp Mayer; Pierpaolo Palestri; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2020, Sevilla, Spain, October 10-21, 2020, 2020)

A Feature Reduction Strategy For Enabling Lightweight Non-Intrusive Load Monitoring On Edge Devices - Enrico Tabanelli; Davide Brunelli; Luca Benini (29th IEEE International Symposium on Industrial Electronics, ISIE 2020, Delft, The Netherlands, June 17-19, 2020, 2020)

Sound event detection with binary neural networks on tightly power-constrained IoT devices - Gianmarco Cerutti; Renzo Andri; Lukas Cavigelli; Elisabetta Farella; Michele Magno; Luca Benini (ISLPED '20: ACM/IEEE International Symposium on Low Power Electronics and Design, Boston, Massachusetts, August 10-12, 2020, 2020)

Integrating event-based dynamic vision sensors with sparse hyperdimensional computing: a low-power accelerator with online learning capability - Michael Hersche; Edoardo Mello Rella; Alfio Di Mauro; Luca Benini; Abbas Rahimi (ISLPED '20: ACM/IEEE International Symposium on Low Power Electronics and Design, Boston, Massachusetts, August 10-12, 2020, 2020)

The AMPERE Project: : A Model-driven development framework for highly Parallel and EneRgy-Efficient computation supporting multi-criteria optimization - 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; et al. (23rd IEEE International Symposium on Real-Time Distributed Computing, ISORC 2020, Nashville, TN, USA, May 19-21, 2020, 2020)

A Mixed-Precision RISC-V Processor for Extreme-Edge DNN Inference - Gianmarco Ottavi; Angelo Garofalo; Giuseppe Tagliavini; Francesco Conti; Luca Benini; Davide Rossi (2020 IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2020, Limassol, Cyprus, July 6-8, 2020, 2020)

A Synergistic Approach to Predictable Compilation and Scheduling on Commodity Multi-Cores - Björn Forsberg; Maxim Mattheeuws; Andreas Kurth; Andrea Marongiu; Luca Benini (Proceedings of the 21st ACM SIGPLAN/SIGBED International Conference on Languages, Compilers, and Tools for Embedded Systems, LCTES 2020, London, UK, June 16, 2020, 2020)

An Accurate EEGNet-based Motor-Imagery Brain-Computer Interface for Low-Power Edge Computing - Xiaying Wang; Michael Hersche; Batuhan Tömekce; Burak Kaya; Michele Magno; Luca Benini (2020 IEEE International Symposium on Medical Measurements and Applications, MeMeA 2020, Bari, Italy, June 1 - July 1, 2020, 2020)

Memory-Driven Mixed Low Precision Quantization for Enabling Deep Network Inference on Microcontrollers - Manuele Rusci; Alessandro Capotondi; Luca Benini (Proceedings of the Third Conference on Machine Learning and Systems, MLSys 2020, Austin, TX, USA, March 2-4, 2020, 2020)

Explainable Deep Learning for Medical Time Series Data - Thomas Frick; Stefan Glüge; Abbas Rahimi; Luca Benini; Thomas Brunschwiler (Wireless Mobile Communication and Healthcare - 9th EAI International Conference, MobiHealth 2020, Virtual Event, November 19, 2020, Proceedings, 2020)

Leveraging Automated Mixed-Low-Precision Quantization for Tiny Edge Microcontrollers - Manuele Rusci; Marco Fariselli; Alessandro Capotondi; Luca Benini (IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning - Second International Workshop, IoT Streams 2020, and First International Workshop, ITEM 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14-18, 2020, Revised Selected Papers, 2020)

LLHD: a multi-level intermediate representation for hardware description languages - Fabian Schuiki; Andreas Kurth; Tobias Grosser; Luca Benini (Proceedings of the 41st ACM SIGPLAN International Conference on Programming Language Design and Implementation, PLDI 2020, London, UK, June 15-20, 2020, 2020)

Memory-Latency-Accuracy Trade-Offs for Continual Learning on a RISC-V Extreme-Edge Node - Leonardo Ravaglia; Manuele Rusci; Alessandro Capotondi; Francesco Conti; Lorenzo Pellegrini; Vincenzo Lomonaco; Davide Maltoni; Luca Benini (IEEE Workshop on Signal Processing Systems, SiPS 2020, Coimbra, Portugal, October 20-22, 2020, 2020)

Q-EEGNet: an Energy-Efficient 8-bit Quantized Parallel EEGNet Implementation for Edge Motor-Imagery Brain-Machine Interfaces - Tibor Schneider; Xiaying Wang; Michael Hersche; Lukas Cavigelli; Luca Benini (IEEE International Conference on Smart Computing, SMARTCOMP 2020, Bologna, Italy, September 14-17, 2020, 2020)

EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine Interfaces - Thorir Mar Ingolfsson; Michael Hersche; Xiaying Wang; Nobuaki Kobayashi; Lukas Cavigelli; Luca Benini (2020 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2020, Toronto, ON, Canada, October 11-14, 2020, 2020)

RPR: Random Partition Relaxation for Training; Binary and Ternary Weight Neural Networks - Lukas Cavigelli; Luca Benini (CoRR, 2020)

Snitch: A 10 kGE Pseudo Dual-Issue Processor for Area and Energy Efficient Execution of Floating-Point Intensive Workloads - Florian Zaruba; Fabian Schuiki; Torsten Hoefler; Luca Benini (CoRR, 2020)

Combining Learning and Optimization for Transprecision Computing - Andrea Borghesi; Giuseppe Tagliavini; Michele Lombardi; Luca Benini; Michela Milano (CoRR, 2020)

An Accurate EEGNet-based Motor-Imagery Brain-Computer Interface for Low-Power Edge Computing - Xiaying Wang; Michael Hersche; Batuhan Tömekce; Burak Kaya; Michele Magno; Luca Benini (CoRR, 2020)

LLHD: A Multi-level Intermediate Representation for Hardware Description Languages - Fabian Schuiki; Andreas Kurth; Tobias Grosser; Luca Benini (CoRR, 2020)

pAElla: Edge-AI based Real-Time Malware Detection in Data Centers - Antonio Libri; Andrea Bartolini; Luca Benini (CoRR, 2020)

Energy-Efficient Hardware-Accelerated Synchronization for Shared-L1-Memory Multiprocessor Clusters - Florian Glaser; Giuseppe Tagliavini; Davide Rossi; Germain Haugou; Qiuting Huang; Luca Benini (CoRR, 2020)

Q-EEGNet: an Energy-Efficient 8-bit Quantized Parallel EEGNet Implementation for Edge Motor-Imagery Brain-Machine Interfaces - Tibor Schneider; Xiaying Wang; Michael Hersche; Lukas Cavigelli; Luca Benini (CoRR, 2020)

Prevention of Microarchitectural Covert Channels on an Open-Source 64-bit RISC-V Core - Nils Wistoff; Moritz Schneider; Frank K. Gürkaynak; Luca Benini; Gernot Heiser (CoRR, 2020)

Optimizing Temporal Convolutional Network inference on FPGA-based accelerators - Marco Carreras; Gianfranco Deriu; Luigi Raffo; Luca Benini; Paolo Meloni (CoRR, 2020)

ChewBaccaNN: A Flexible 223 TOPS/W BNN Accelerator - Renzo Andri; Geethan Karunaratne; Lukas Cavigelli; Luca Benini (CoRR, 2020)

EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine Interfaces - Thorir Mar Ingolfsson; Michael Hersche; Xiaying Wang; Nobuaki Kobayashi; Lukas Cavigelli; Luca Benini (CoRR, 2020)

Automated Design Space Exploration for optimised Deployment of DNN on Arm Cortex-A CPUs - Miguel de Prado; Andrew Mundy; Rabia Saeed; Maurizio Denna; Nuria Pazos; Luca Benini (CoRR, 2020)

Arnold: an eFPGA-Augmented RISC-V SoC for Flexible and Low-Power IoT End-Nodes - Pasquale Davide Schiavone; Davide Rossi; Alfio Di Mauro; Frank K. Gürkaynak; Timothy Saxe; Mao Wang; Ket Chong Yap; Luca Benini (CoRR, 2020)

TinyRadarNN: Combining Spatial and Temporal Convolutional Neural Networks for Embedded Gesture Recognition with Short Range Radars - Moritz Scherer; Michele Magno; Jonas Erb; Philipp Mayer; Manuel Eggimann; Luca Benini (CoRR, 2020)

Robust navigation with tinyML for autonomous mini-vehicles - Miguel de Prado; Romain Donze; Alessandro Capotondi; Manuele Rusci; Serge Monnerat; Luca Benini; Nuria Pazos (CoRR, 2020)

FPnew: An Open-Source Multi-Format Floating-Point Unit Architecture for Energy-Proportional Transprecision Computing - Stefan Mach; Fabian Schuiki; Florian Zaruba; Luca Benini (CoRR, 2020)

A 0.5GHz 0.35mW LDO-Powered Constant-Slope Phase Interpolator with 0.22% INL - Ahmed Elnaqib; Hayate Okuhara; Taekwang Jang; Davide Rossi; Luca Benini (CoRR, 2020)

Always-On 674uW @ 4GOP/s Error Resilient Binary Neural Networks with Aggressive SRAM Voltage Scaling on a 22nm IoT End-Node - Alfio Di Mauro; Francesco Conti; Pasquale Davide Schiavone; Davide Rossi; Luca Benini (CoRR, 2020)

Improving Memory Utilization in Convolutional Neural Network Accelerators - Petar Jokic; Stéphane Emery; Luca Benini (CoRR, 2020)

Memory-Latency-Accuracy Trade-offs for Continual Learning on a RISC-V Extreme-Edge Node - Leonardo Ravaglia; Manuele Rusci; Alessandro Capotondi; Francesco Conti; Lorenzo Pellegrini; Vincenzo Lomonaco; Davide Maltoni; Luca Benini (CoRR, 2020)

Performance-Aware Predictive-Model-Based On-Chip Body-Bias Regulation Strategy for an ULP Multi-Core Cluster in 28nm UTBB FD-SOI - Alfio Di Mauro; Davide Rossi; Antonio Pullini; Philippe Flatresse; Luca Benini (CoRR, 2020)

Leveraging Automated Mixed-Low-Precision Quantization for tiny edge microcontrollers - Manuele Rusci; Marco Fariselli; Alessandro Capotondi; Luca Benini (CoRR, 2020)

Manticore: A 4096-core RISC-V Chiplet Architecture for Ultra-efficient Floating-point Computing - Florian Zaruba; Fabian Schuiki; Luca Benini (CoRR, 2020)

A transprecision floating-point cluster for efficient near-sensor data analytics - Fabio Montagna; Stefan Mach; Simone Benatti; Angelo Garofalo; Gianmarco Ottavi; Luca Benini; Davide Rossi; Giuseppe Tagliavini (CoRR, 2020)

An Open-Source Platform for High-Performance Non-Coherent On-Chip Communication - Andreas Kurth; Wolfgang Rönninger; Thomas Benz; Matheus A. Cavalcante; Fabian Schuiki; Florian Zaruba; Luca Benini (CoRR, 2020)

Robust High-dimensional Memory-augmented Neural Networks - Geethan Karunaratne; Manuel Schmuck; Manuel Le Gallo; Giovanni Cherubini; Luca Benini; Abu Sebastian; Abbas Rahimi (CoRR, 2020)

PsPIN: A high-performance low-power architecture for flexible in-network compute - Salvatore Di Girolamo; Andreas Kurth; Alexandru Calotoiu; Thomas Benz; Timo Schneider; Jakub Beránek; Luca Benini; Torsten Hoefler (CoRR, 2020)

A Mixed-Precision RISC-V Processor for Extreme-Edge DNN Inference - Gianmarco Ottavi; Angelo Garofalo; Giuseppe Tagliavini; Francesco Conti; Luca Benini; Davide Rossi (CoRR, 2020)

An Energy-Efficient Low-Voltage Swing Transceiver for mW-Range IoT End-Nodes - Hayate Okuhara; Ahmed Elnaqib; Davide Rossi; Alfio Di Mauro; Philipp Mayer; Pierpaolo Palestri; Luca Benini (CoRR, 2020)