Binarization Methods for Motor-Imagery Brain-Computer Interface Classification - Michael Hersche; Luca Benini; Abbas Rahimi (CoRR, 2020)

CUTIE: Beyond PetaOp/s/W Ternary DNN Inference Acceleration with Better-than-Binary Energy Efficiency - Moritz Scherer; Georg Rutishauser; Lukas Cavigelli; Luca Benini (CoRR, 2020)

Indirection Stream Semantic Register Architecture for Efficient Sparse-Dense Linear Algebra - Paul Scheffler; Florian Zaruba; Fabian Schuiki; Torsten Hoefler; Luca Benini (CoRR, 2020)

XpulpNN: Enabling Energy Efficient and Flexible Inference of Quantized Neural Network on RISC-V based IoT End Nodes - Angelo Garofalo; Giuseppe Tagliavini; Francesco Conti; Luca Benini; Davide Rossi (CoRR, 2020)

MemPool: A Shared-L1 Memory Many-Core Cluster with a Low-Latency Interconnect - Matheus A. Cavalcante; Samuel Riedel; Antonio Pullini; Luca Benini (CoRR, 2020)

Self-Sustainable Smart Ring for Long-Term Monitoring of Blood Oxygenation - Michele Magno; Giovanni A. Salvatore; Petar Jokic; Luca Benini (IEEE Access, 2019)

A semisupervised autoencoder-based approach for anomaly detection in high performance computing systems - Andrea Borghesi; Andrea Bartolini; Michele Lombardi; Michela Milano; Luca Benini (Eng. Appl. Artif. Intell., 2019)

Hyperdrive: A Multi-Chip Systolically Scalable Binary-Weight CNN Inference Engine - Renzo Andri; Lukas Cavigelli; Davide Rossi; Luca Benini (IEEE J. Emerg. Sel. Topics Circuits Syst., 2019)

EBPC: Extended Bit-Plane Compression for Deep Neural Network Inference and Training Accelerators - Lukas Cavigelli; Georg Rutishauser; Luca Benini (IEEE J. Emerg. Sel. Topics Circuits Syst., 2019)

Pricing schemes for energy-efficient HPC systems: Design and exploration - Andrea Borghesi; Andrea Bartolini; Michela Milano; Luca Benini (Int. J. High Perform. Comput. Appl., 2019)

Energy and power awareness in hardware schedulers for energy harvesting IoT SoCs - P. Anagnostou; Andres Gomez; Pascal A. Hager; Hamed Fatemi; José Pineda de Gyvez; Lothar Thiele; Luca Benini (Integr., 2019)

A Minimally Invasive Low-Power Platform for Real-Time Brain Computer Interaction Based on Canonical Correlation Analysis - Mattia Salvaro; Simone Benatti; Victor Javier Kartsch; Marco Guermandi; Luca Benini (IEEE Internet Things J., 2019)

A 64-mW DNN-Based Visual Navigation Engine for Autonomous Nano-Drones - Daniele Palossi; Antonio Loquercio; Francesco Conti; Eric Flamand; Davide Scaramuzza; Luca Benini (IEEE Internet Things J., 2019)

Hardware Optimizations of Dense Binary Hyperdimensional Computing: Rematerialization of Hypervectors, Binarized Bundling, and Combinational Associative Memory - Manuel Schmuck; Luca Benini; Abbas Rahimi (ACM J. Emerg. Technol. Comput. Syst., 2019)

Mr.Wolf: An Energy-Precision Scalable Parallel Ultra Low Power SoC for IoT Edge Processing - Antonio Pullini; Davide Rossi; Igor Loi; Giuseppe Tagliavini; Luca Benini (IEEE J. Solid State Circuits, 2019)

The ANTAREX domain specific language for high performance computing - Cristina Silvano; Giovanni Agosta; Andrea Bartolini; Andrea Rosario Beccari; Luca Benini; Loïc Besnard; João Bispo; Radim Cmar; João M. P. Cardoso; Carlo Cavazzoni; Daniele Cesarini; Stefano Cherubin; et al. (Microprocess. Microsystems, 2019)

Combining PREM compilation and static scheduling for high-performance and predictable MPSoC execution - Joel Matejka; Björn Forsberg; Michal Sojka; Premysl Sucha; Luca Benini; Andrea Marongiu; Zdenek Hanzálek (Parallel Comput., 2019)

Efficient Biosignal Processing Using Hyperdimensional Computing: Network Templates for Combined Learning and Classification of ExG Signals - Abbas Rahimi; Pentti Kanerva; Luca Benini; Jan M. Rabaey (Proc. IEEE, 2019)

Slotted ALOHA on LoRaWAN-Design, Analysis, and Deployment - Tommaso Polonelli; Davide Brunelli; Achille Marzocchi; Luca Benini (Sensors, 2019)

SmarTEG: An Autonomous Wireless Sensor Node for High Accuracy Accelerometer-Based Monitoring - Michele Magno; Lukas Sigrist; Andres Gomez; Lukas Cavigelli; Antonio Libri; Emanuel M. Popovici; Luca Benini (Sensors, 2019)

Ultrasound as a Tool to Study Muscle-Tendon Functions during Locomotion: A Systematic Review of Applications - Christoph Leitner; Pascal A. Hager; Harald Penasso; Markus Tilp; Luca Benini; Christian Peham; Christian Baumgartner (Sensors, 2019)

Online Learning and Classification of EMG-Based Gestures on a Parallel Ultra-Low Power Platform Using Hyperdimensional Computing - Simone Benatti; Fabio Montagna; Victor Javier Kartsch; Abbas Rahimi; Davide Rossi; Luca Benini (IEEE Trans. Biomed. Circuits Syst., 2019)

BioWolf: A Sub-10-mW 8-Channel Advanced Brain-Computer Interface Platform With a Nine-Core Processor and BLE Connectivity - Victor Javier Kartsch; Giuseppe Tagliavini; Marco Guermandi; Simone Benatti; Davide Rossi; Luca Benini (IEEE Trans. Biomed. Circuits Syst., 2019)

A Scalable Near-Memory Architecture for Training Deep Neural Networks on Large In-Memory Datasets - Fabian Schuiki; Michael Schaffner; Frank K. Gürkaynak; Luca Benini (IEEE Trans. Computers, 2019)

Exploring Shared Virtual Memory for FPGA Accelerators with a Configurable IOMMU - Pirmin Vogel; Andrea Marongiu; Luca Benini (IEEE Trans. Computers, 2019)

An Energy-Efficient Integrated Programmable Array Accelerator and Compilation Flow for Near-Sensor Ultralow Power Processing - Satyajit Das; Kevin J. M. Martin; Davide Rossi; Philippe Coussy; Luca Benini (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2019)

A Broadband Multi-Mode Compressive Sensing Current Sensor SoC in 0.16 \(μ\)m CMOS - David E. Bellasi; Marco Crescentini; Domenico Cristaudo; Aldo Romani; Marco Tartagni; Luca Benini (IEEE Trans. Circuits Syst. I Regul. Pap., 2019)

Self-Sustaining Acoustic Sensor With Programmable Pattern Recognition for Underwater Monitoring - Philipp Mayer; Michele Magno; Luca Benini (IEEE Trans. Instrum. Meas., 2019)

FPGA Implementation of a Kalman-Based Motion Estimator for Levitated Nanoparticles - Jiawei Liao; Michael Jost; Michael Schaffner; Michele Magno; Matthias Korb; Luca Benini; Felix Tebbenjohanns; René Reimann; Vijay Jain; Michael Gross; Andrei Militaru; Martin Frimmer; et al. (IEEE Trans. Instrum. Meas., 2019)

The Cost of Application-Class Processing: Energy and Performance Analysis of a Linux-Ready 1.7-GHz 64-Bit RISC-V Core in 22-nm FDSOI Technology - Florian Zaruba; Luca Benini (IEEE Trans. Very Large Scale Integr. Syst., 2019)

StreamDrive: a Dynamic Dataflow Framework for Clustered Embedded Architectures - Arthur Stoutchinin; Luca Benini (J. Signal Process. Syst., 2019)

Extending the Lifetime of Nano-Blimps via Dynamic Motor Control - Daniele Palossi; Andres Gomez; Stefan Draskovic; Andrea Marongiu; Lothar Thiele; Luca Benini (J. Signal Process. Syst., 2019)

Anomaly Detection Using Autoencoders in High Performance Computing Systems - Andrea Borghesi; Andrea Bartolini; Michele Lombardi; Michela Milano; Luca Benini (The Thirty-Third AAAI Conference on Artificial Intelligence, AAAI 2019, The Thirty-First Innovative Applications of Artificial Intelligence Conference, IAAI 2019, The Ninth AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019, Honolulu, Hawaii, USA, January 27 - February 1, 2019, 2019)

Hyperdimensional Computing-based Multimodality Emotion Recognition with Physiological Signals - En-Jui Chang; Abbas Rahimi; Luca Benini; An-Yeu Andy Wu (IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2019, Hsinchu, Taiwan, March 18-20, 2019, 2019)

Online Anomaly Detection in HPC Systems - Andrea Borghesi; Antonio Libri; Luca Benini; Andrea Bartolini (IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2019, Hsinchu, Taiwan, March 18-20, 2019, 2019)

Extended Bit-Plane Compression for Convolutional Neural Network Accelerators - Lukas Cavigelli; Luca Benini (IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2019, Hsinchu, Taiwan, March 18-20, 2019, 2019)

Anomaly Detection using Autoencoders in High Performance Computing Systems - Andrea Borghesi; Andrea Bartolini; Michele Lombardi; Michela Milano; Luca Benini (Discussion and Doctoral Consortium papers of AI*IA 2019 - 18th International Conference of the Italian Association for Artificial Intelligence, Rende, Italy, November 19-22, 2019, 2019)

Frequency Assignment in High Performance Computing Systems - Andrea Borghesi; Michela Milano; Luca Benini (AI*IA 2019 - Advances in Artificial Intelligence - XVIIIth International Conference of the Italian Association for Artificial Intelligence, Rende, Italy, November 19-22, 2019, Proceedings, 2019)

An Energy Optimized JPEG Encoder for Parallel Ultra-Low-Power Processing-Platforms - Tommaso Polonelli; Daniele Battistini; Manuele Rusci; Davide Brunelli; Luca Benini (Applications in Electronics Pervading Industry, Environment and Society - APPLEPIES 2019, Pisa, Italy, 11-13 September 2019, 2019)

Analysis of Contraction Effort Level in EMG-Based Gesture Recognition Using Hyperdimensional Computing - Ali Moin; Andy Zhou; Simone Benatti; Abbas Rahimi; Luca Benini; Jan M. Rabaey (2019 IEEE Biomedical Circuits and Systems Conference, BioCAS 2019, Nara, Japan, October 17-19, 2019, 2019)

Embedding principal component analysis for data reduction in structural health monitoring on low-cost IoT gateways - Alessio Burrello; Alex Marchioni; Davide Brunelli; Luca Benini (Proceedings of the 16th ACM International Conference on Computing Frontiers, CF 2019, Alghero, Italy, April 30 - May 2, 2019, 2019)

Optimization and deployment of CNNs at the edge: the ALOHA experience - Paolo Meloni; Daniela Loi; Paola Busia; Gianfranco Deriu; Andy D. Pimentel; Dolly Sapra; Todor P. Stefanov; Svetlana Minakova; Francesco Conti; Luca Benini; Maura Pintor; Battista Biggio; et al. (Proceedings of the 16th ACM International Conference on Computing Frontiers, CF 2019, Alghero, Italy, April 30 - May 2, 2019, 2019)

DORY: Lightweight memory hierarchy management for deep NN inference on IoT endnodes: work-in-progress - Alessio Burrello; Francesco Conti; Angelo Garofalo; Davide Rossi; Luca Benini (Proceedings of the International Conference on Hardware/Software Codesign and System Synthesis Companion, CODES+ISSS 2019, part of ESWEEK 2019, New York, NY, USA, October 13-18, 2019, 2019)

Applications of Computation-In-Memory Architectures based on Memristive Devices - Said Hamdioui; Hoang Anh Du Nguyen; Mottaqiallah Taouil; Abu Sebastian; Manuel Le Gallo; Sandeep Pande; Siebren Schaafsma; Francky Catthoor; Shidhartha Das; Fernando García-Redondo; Geethan Karunaratne; Abbas Rahimi; et al. (Design, Automation & Test in Europe Conference & Exhibition, DATE 2019, Florence, Italy, March 25-29, 2019, 2019)

Hardware-Accelerated Energy-Efficient Synchronization and Communication for Ultra-Low-Power Tightly Coupled Clusters - Florian Glaser; Germain Haugou; Davide Rossi; Qiuting Huang; Luca Benini (Design, Automation & Test in Europe Conference & Exhibition, DATE 2019, Florence, Italy, March 25-29, 2019, 2019)

Taming Data Caches for Predictable Execution on GPU-based SoCs - Björn Forsberg; Luca Benini; Andrea Marongiu (Design, Automation & Test in Europe Conference & Exhibition, DATE 2019, Florence, Italy, March 25-29, 2019, 2019)

Design and Evaluation of SmallFloat SIMD extensions to the RISC-V ISA - Giuseppe Tagliavini; Stefan Mach; Davide Rossi; Andrea Marongiu; Luca Benini (Design, Automation & Test in Europe Conference & Exhibition, DATE 2019, Florence, Italy, March 25-29, 2019, 2019)

NTX: An Energy-efficient Streaming Accelerator for Floating-point Generalized Reduction Workloads in 22 nm FD-SOI - Fabian Schuiki; Michael Schaffner; Luca Benini (Design, Automation & Test in Europe Conference & Exhibition, DATE 2019, Florence, Italy, March 25-29, 2019, 2019)

Laelaps: An Energy-Efficient Seizure Detection Algorithm from Long-term Human iEEG Recordings without False Alarms - Alessio Burrello; Lukas Cavigelli; Kaspar Schindler; Luca Benini; Abbas Rahimi (Design, Automation & Test in Europe Conference & Exhibition, DATE 2019, Florence, Italy, March 25-29, 2019, 2019)

Learning to infer: RL-based search for DNN primitive selection on Heterogeneous Embedded Systems - Miguel de Prado; Nuria Pazos; Luca Benini (Design, Automation & Test in Europe Conference & Exhibition, DATE 2019, Florence, Italy, March 25-29, 2019, 2019)

An Open Source and Open Hardware Deep Learning-Powered Visual Navigation Engine for Autonomous Nano-UAVs - Daniele Palossi; Francesco Conti; Luca Benini (15th International Conference on Distributed Computing in Sensor Systems, DCOSS 2019, Santorini, Greece, May 29-31, 2019, 2019)

On-line Testing for Autonomous Systems driven by RISC-V Processor Design Verification - Annachiara Ruospo; Riccardo Cantoro; Ernesto Sánchez; Pasquale Davide Schiavone; Angelo Garofalo; Luca Benini (2019 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems, DFT 2019, Noordwijk, Netherlands, October 2-4, 2019, 2019)

EdgeEye: A Long-Range Energy-Efficient Vision Node For Long-Term Edge Computing - Simon Benninger; Michele Magno; Andres Gomez; Luca Benini (Tenth International Green and Sustainable Computing Conference, IGSC 2019, Alexandria, VA, USA, October 21-24, 2019, 2019)

Thermal Characterization of a Tier0 Datacenter Room in Normal and Thermal Emergency Conditions - Mohsen Seyedkazemi Ardebili; Carlo Cavazzoni; Luca Benini; Andrea Bartolini (High Performance Computing in Science and Engineering - 4th International Conference, HPCSE 2019, Karolinka, Czech Republic, May 20-23, 2019, Revised Selected Papers, 2019)

PULP-NN: A Computing Library for Quantized Neural Network inference at the edge on RISC-V Based Parallel Ultra Low Power Clusters - Angelo Garofalo; Manuele Rusci; Francesco Conti; Davide Rossi; Luca Benini (26th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2019, Genoa, Italy, November 27-29, 2019, 2019)

The Floating Point Trinity: A Multi-modal Approach to Extreme Energy-Efficiency and Performance - Florian Zaruba; Fabian Schuiki; Stefan Mach; Luca Benini (26th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2019, Genoa, Italy, November 27-29, 2019, 2019)

A PULP-based Parallel Power Controller for Future Exascale Systems - Andrea Bartolini; Davide Rossi; Antonio Mastrandrea; Christian Conficoni; Simone Benatti; Andrea Tilli; Luca Benini (26th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2019, Genoa, Italy, November 27-29, 2019, 2019)

Paving the Way Toward Energy-Aware and Automated Datacentre - Andrea Bartolini; Francesco Beneventi; Andrea Borghesi; Daniele Cesarini; Antonio Libri; Luca Benini; Carlo Cavazzoni (48th International Conference on Parallel Processing, ICPP 2019 Workshop Proceedings, Kyoto, Japan, August 05-08, 2019, 2019)

Low Power Embedded Gesture Recognition Using Novel Short-Range Radar Sensors - Manuel Eggimann; Jonas Erb; Philipp Mayer; Michele Magno; Luca Benini (2019 IEEE SENSORS, Montreal, QC, Canada, October 27-30, 2019, 2019)

Experimental Evaluation on NB-IoT and LoRaWAN for Industrial and IoT Applications - Massimo Ballerini; Tommaso Polonelli; Davide Brunelli; Michele Magno; Luca Benini (17th IEEE International Conference on Industrial Informatics, INDIN 2019, Helsinki, Finland, July 22-25, 2019, 2019)

Towards a Wearable Interface for Food Quality Grading Through ERP Analysis - Marco Guermandi; Simone Benatti; Davide Brunelli; Victor Javier Kartsch; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2019, Sapporo, Japan, May 26-29, 2019, 2019)

NTX: A 260 Gflop/sW Streaming Accelerator for Oblivious Floating-Point Algorithms in 22 nm FD-SOI - Fabian Schuiki; Michael Schaffner; Luca Benini (2019 International SoC Design Conference, ISOCC 2019, Jeju, Korea (South), October 6-9, 2019, 2019)

Secure Near-Sensor Analytics: the PULP approach - Luca Benini (IEEE 8th International Workshop on Advances in Sensors and Interfaces, IWASI 2019, Otranto, Italy, June 13-14, 2019, 2019)

A multi-protocol system for configurable data streaming on IoT healthcare devices - Tommaso Polonelli; Davide Brunelli; Alberto Girolami; Gerardo Nahuel Demmi; Luca Benini (IEEE 8th International Workshop on Advances in Sensors and Interfaces, IWASI 2019, Otranto, Italy, June 13-14, 2019, 2019)

NETWIS: A Scalable and Robust Body Sensor Network For Biomedical Application - Massimo Ballerini; Michele Magno; Davide Brunelli; Guido Cornai; Luca Benini (IEEE 8th International Workshop on Advances in Sensors and Interfaces, IWASI 2019, Otranto, Italy, June 13-14, 2019, 2019)

A RISC-V Based Open Hardware Platform for Always-On Wearable Smart Sensing - Manuel Eggimann; Stefan Mach; Michele Magno; Luca Benini (IEEE 8th International Workshop on Advances in Sensors and Interfaces, IWASI 2019, Otranto, Italy, June 13-14, 2019, 2019)

LoRa vs. LoRa: In-Field Evaluation and Comparison For Long-Lifetime Sensor Nodes - Philipp Mayer; Michele Magno; Thomas Brunner; Luca Benini (IEEE 8th International Workshop on Advances in Sensors and Interfaces, IWASI 2019, Otranto, Italy, June 13-14, 2019, 2019)

Ultra Low-Power Drowsiness Detection System with BioWolf - Victor Javier Kartsch; Simone Benatti; Marco Guermandi; Fabio Montagna; Luca Benini (2019 9th International IEEE/EMBS Conference on Neural Engineering (NER), San Francisco, CA, USA, March 20-23, 2019, 2019)

Constrained deep neural network architecture search for IoT devices accounting for hardware calibration - Florian Scheidegger; Luca Benini; Costas Bekas; A. Cristiano I. Malossi (Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, December 8-14, 2019, Vancouver, BC, Canada, 2019)

Prediction of Time-to-Solution in Material Science Simulations Using Deep Learning - Federico Pittino; Pietro Bonfà; Andrea Bartolini; Fabio Affinito; Luca Benini; Carlo Cavazzoni (Proceedings of the Platform for Advanced Scientific Computing Conference, PASC 2019, Zurich, Switzerland, June 12-14, 2019, 2019)

Supporting the Scale-Up of High Performance Application to Pre-Exascale Systems: The ANTAREX Approach - Cristina Silvano; Giovanni Agosta; Andrea Bartolini; Andrea Rosario Beccari; Luca Benini; Loïc Besnard; João Bispo; Radim Cmar; João M. P. Cardoso; Carlo Cavazzoni; Daniele Cesarini; Stefano Cherubin; et al. (27th Euromicro International Conference on Parallel, Distributed and Network-Based Processing, PDP 2019, Pavia, Italy, February 13-15, 2019, 2019)

An Energy-Efficient IoT node for HMI applications based on an ultra-low power Multicore Processor - Victor Javier Kartsch; Marco Guermandi; Simone Benatti; Fabio Montagna; Luca Benini (IEEE Sensors Applications Symposium, SAS 2019, Sophia Antipolis, France, March 11-13, 2019, 2019)

Network-accelerated non-contiguous memory transfers - Salvatore Di Girolamo; Konstantin Taranov; Andreas Kurth; Michael Schaffner; Timo Schneider; Jakub Beránek; Maciej Besta; Luca Benini; Duncan Roweth; Torsten Hoefler (Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, SC 2019, Denver, Colorado, USA, November 17-19, 2019, 2019)

A 0.80pJ/flop, 1.24Tflop/sW 8-to-64 bit Transprecision Floating-Point Unit for a 64 bit RISC-V Processor in 22nm FD-SOI - Stefan Mach; Fabian Schuiki; Florian Zaruba; Luca Benini (27th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2019, Cuzco, Peru, October 6-9, 2019, 2019)

EmbedUWB: Low Power Embedded High-Precision and Low Latency UWB Localization - Philipp Mayer; Michele Magno; Christoph Schnetzler; Luca Benini (5th IEEE World Forum on Internet of Things, WF-IoT 2019, Limerick, Ireland, April 15-18, 2019, 2019)

FANNCortexM: An Open Source Toolkit for Deployment of Multi-layer Neural Networks on ARM Cortex-M Family Microcontrollers : Performance Analysis with Stress Detection - Michele Magno; Lukas Cavigelli; Philipp Mayer; Ferdinand von Hagen; Luca Benini (5th IEEE World Forum on Internet of Things, WF-IoT 2019, Limerick, Ireland, April 15-18, 2019, 2019)

Adaptive EMG-based hand gesture recognition using hyperdimensional computing - Ali Moin; Andy Zhou; Simone Benatti; Abbas Rahimi; George Alexandrov; Alisha Menon; Senam Tamakloe; Jonathan Ting; Natasha Yamamoto; Yasser Khan; Fred L. Burghardt; Ana C. Arias; et al. (CoRR, 2019)

The ANTAREX Domain Specific Language for High Performance Computing - Cristina Silvano; Giovanni Agosta; Andrea Bartolini; Andrea Rosario Beccari; Luca Benini; Loïc Besnard; João Bispo; Radim Cmar; João M. P. Cardoso; Carlo Cavazzoni; Daniele Cesarini; Stefano Cherubin; et al. (CoRR, 2019)

Optimally Scheduling CNN Convolutions for Efficient Memory Access - Arthur Stoutchinin; Francesco Conti; Luca Benini (CoRR, 2019)

Online Anomaly Detection in HPC Systems - Andrea Borghesi; Antonio Libri; Luca Benini; Andrea Bartolini (CoRR, 2019)

A LoRaWAN Wireless Sensor Network for Data Center Temperature Monitoring - Tommaso Polonelli; Davide Brunelli; Andrea Bartolini; Luca Benini (CoRR, 2019)

Slotted ALOHA on LoRaWAN - Design, Analysis, and Deployment - Tommaso Polonelli; Davide Brunelli; Achille Marzocchi; Luca Benini (CoRR, 2019)

The Cost of Application-Class Processing: Energy and Performance Analysis of a Linux-ready 1.7GHz 64bit RISC-V Core in 22nm FDSOI Technology - Florian Zaruba; Luca Benini (CoRR, 2019)

Demo Abstract: Pible: Battery-Free Mote for Perpetual Indoor BLE Applications - Francesco Fraternali; Bharathan Balaji; Yuvraj Agarwal; Luca Benini; Rajesh K. Gupta (CoRR, 2019)

An Open Source and Open Hardware Deep Learning-powered Visual Navigation Engine for Autonomous Nano-UAVs - Daniele Palossi; Francesco Conti; Luca Benini (CoRR, 2019)

Additive Noise Annealing and Approximation Properties of Quantized Neural Networks - Matteo Spallanzani; Lukas Cavigelli; Gian Paolo Leonardi; Marko Bertogna; Luca Benini (CoRR, 2019)

Towards a Wearable Interface for Food Quality Grading through ERP Analysis - Marco Guermandi; Simone Benatti; Davide Brunelli; Victor Javier Kartsch; Luca Benini (CoRR, 2019)

Memory-Driven Mixed Low Precision Quantization For Enabling Deep Network Inference On Microcontrollers - Manuele Rusci; Alessandro Capotondi; Luca Benini (CoRR, 2019)

Ara: A 1 GHz+ Scalable and Energy-Efficient RISC-V Vector Processor with Multi-Precision Floating Point Support in 22 nm FD-SOI - Matheus A. Cavalcante; Fabian Schuiki; Florian Zaruba; Michael Schaffner; Luca Benini (CoRR, 2019)

In-memory hyperdimensional computing - Geethan Karunaratne; Manuel Le Gallo; Giovanni Cherubini; Luca Benini; Abbas Rahimi; Abu Sebastian (CoRR, 2019)

5 Parallel Prism: A topology for pipelined implementations of convolutional neural networks using computational memory - Martino Dazzi; Abu Sebastian; Pier Andrea Francese; Thomas P. Parnell; Luca Benini; Evangelos Eleftheriou (CoRR, 2019)

Network-Accelerated Non-Contiguous Memory Transfers - Salvatore Di Girolamo; Konstantin Taranov; Andreas Kurth; Michael Schaffner; Timo Schneider; Jakub Beránek; Maciej Besta; Luca Benini; Duncan Roweth; Torsten Hoefler (CoRR, 2019)

PULP-NN: Accelerating Quantized Neural Networks on Parallel Ultra-Low-Power RISC-V Processors - Angelo Garofalo; Manuele Rusci; Francesco Conti; Davide Rossi; Luca Benini (CoRR, 2019)

EBPC: Extended Bit-Plane Compression for Deep Neural Network Inference and Training Accelerators - Lukas Cavigelli; Georg Rutishauser; Luca Benini (CoRR, 2019)

Constrained deep neural network architecture search for IoT devices accounting hardware calibration - Florian Scheidegger; Luca Benini; Costas Bekas; A. Cristiano I. Malossi (CoRR, 2019)

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 (CoRR, 2019)

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 (CoRR, 2019)

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 (CoRR, 2019)

HR-SAR-Net: A Deep Neural Network for Urban Scene Segmentation from High-Resolution SAR Data - Xiaying Wang; Lukas Cavigelli; Manuel Eggimann; Michele Magno; Luca Benini (CoRR, 2019)

A 2.2-\(μ\)W Cognitive Always-On Wake-Up Circuit for Event-Driven Duty-Cycling of IoT Sensor Nodes - Giovanni Rovere; Schekeb Fateh; Luca Benini (IEEE J. Emerg. Sel. Topics Circuits Syst., 2018)

Hardware Transactional Memory Exploration in Coherence-Free Many-Core Architectures - Dimitra Papagiannopoulou; Andrea Marongiu; Tali Moreshet; Luca Benini; Maurice Herlihy; R. Iris Bahar (Int. J. Parallel Program., 2018)

A sensor fusion approach for drowsiness detection in wearable ultra-low-power systems - Victor Javier Kartsch; Simone Benatti; Pasquale Davide Schiavone; Davide Rossi; Luca Benini (Inf. Fusion, 2018)

An Energy Efficient E-Skin Embedded System for Real-Time Tactile Data Decoding - Michele Magno; Ali Ibrahim; Antonio Pullini; Maurizio Valle; Luca Benini (J. Low Power Electron., 2018)

Optimizing memory bandwidth exploitation for OpenVX applications on embedded many-core accelerators - Giuseppe Tagliavini; Germain Haugou; Andrea Marongiu; Luca Benini (J. Real Time Image Process., 2018)

A 0.45-0.7 V 1-6 Gb/s 0.29-0.58 pJ/b Source-Synchronous Transceiver Using Near-Threshold Operation - Woo-Seok Choi; Guanghua Shu; Mrunmay Talegaonkar; Yubo Liu; Da Wei; Luca Benini; Pavan Kumar Hanumolu (IEEE J. Solid State Circuits, 2018)

A Multi-Sensor and Parallel Processing SoC for Miniaturized Medical Instrumentation - Philipp Schönle; Florian Glaser; Thomas Burger; Giovanni Rovere; Luca Benini; Qiuting Huang (IEEE J. Solid State Circuits, 2018)

Long-short range communication network leveraging LoRa™ and wake-up receiver - Fayçal Ait Aoudia; Matthieu Gautier; Michele Magno; Mickaël Le Gentil; Olivier Berder; Luca Benini (Microprocess. Microsystems, 2018)

Leveraging Energy Harvesting and Wake-Up Receivers for Long-Term Wireless Sensor Networks - Fayçal Ait Aoudia; Matthieu Gautier; Michele Magno; Olivier Berder; Luca Benini (Sensors, 2018)

On-Demand LoRa: Asynchronous TDMA for Energy Efficient and Low Latency Communication in IoT - Rajeev Piyare; Amy L. Murphy; Michele Magno; Luca Benini (Sensors, 2018)

Lightweight IO virtualization on MPU enabled microcontrollers - Francesco Paci; Davide Brunelli; Luca Benini (SIGBED Rev., 2018)

Scheduling-based power capping in high performance computing systems - Andrea Borghesi; Andrea Bartolini; Michele Lombardi; Michela Milano; Luca Benini (Sustain. Comput. Informatics Syst., 2018)

YodaNN: An Architecture for Ultralow Power Binary-Weight CNN Acceleration - Renzo Andri; Lukas Cavigelli; Davide Rossi; Luca Benini (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2018)

Synergistic HW/SW Approximation Techniques for Ultralow-Power Parallel Computing - Giuseppe Tagliavini; Davide Rossi; Andrea Marongiu; Luca Benini (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2018)

XNOR Neural Engine: A Hardware Accelerator IP for 21.6-fJ/op Binary Neural Network Inference - Francesco Conti; Pasquale Davide Schiavone; Luca Benini (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2018)

A Heterogeneous Multicore System on Chip for Energy Efficient Brain Inspired Computing - Antonio Pullini; Francesco Conti; Davide Rossi; Igor Loi; Michael Gautschi; Luca Benini (IEEE Trans. Circuits Syst. II Express Briefs, 2018)

Efficient, Long-Term Logging of Rich Data Sensors Using Transient Sensor Nodes - Andres Gomez; Lukas Sigrist; Thomas Schalch; Luca Benini; Lothar Thiele (ACM Trans. Embed. Comput. Syst., 2018)

Runtime Support for Multiple Offload-Based Programming Models on Clustered Manycore Accelerators - Alessandro Capotondi; Andrea Marongiu; Luca Benini (IEEE Trans. Emerg. Top. Comput., 2018)

Energy-Aware Bio-Signal Compressed Sensing Reconstruction on the WBSN-Gateway - Daniele Bortolotti; Mauro Mangia; Andrea Bartolini; Riccardo Rovatti; Gianluca Setti; Luca Benini (IEEE Trans. Emerg. Top. Comput., 2018)

Design and Evaluation of a Low-Power Sensor Device for Induced Rockfall Experiments - Andrin Caviezel; Michael Schaffner; Lukas Cavigelli; Pascal Niklaus; Yves Bühler; Perry Bartelt; Michele Magno; Luca Benini (IEEE Trans. Instrum. Meas., 2018)

Towards Edge-Aware Spatio-Temporal Filtering in Real-Time - Michael Schaffner; Florian Scheidegger; Lukas Cavigelli; Hubert Kaeslin; Luca Benini; Aljosa Smolic (IEEE Trans. Image Process., 2018)

The Quest for Energy-Efficient I Design in Ultra-Low-Power Clustered Many-Cores - Igor Loi; Alessandro Capotondi; Davide Rossi; Andrea Marongiu; Luca Benini (IEEE Trans. Multi Scale Comput. Syst., 2018)

Neurostream: Scalable and Energy Efficient Deep Learning with Smart Memory Cubes - Erfan Azarkhish; Davide Rossi; Igor Loi; Luca Benini (IEEE Trans. Parallel Distributed Syst., 2018)

Quantifying the Impact of Variability and Heterogeneity on the Energy Efficiency for a Next-Generation Ultra-Green Supercomputer - Francesco Fraternali; Andrea Bartolini; Carlo Cavazzoni; Luca Benini (IEEE Trans. Parallel Distributed Syst., 2018)

NEURAghe: Exploiting CPU-FPGA Synergies for Efficient and Flexible CNN Inference Acceleration on Zynq SoCs - Paolo Meloni; Alessandro Capotondi; Gianfranco Deriu; Michele Brian; Francesco Conti; Davide Rossi; Luigi Raffo; Luca Benini (ACM Trans. Reconfigurable Technol. Syst., 2018)

COUNTDOWN: a run-time library for application-agnostic energy saving in MPI communication primitives - Daniele Cesarini; Andrea Bartolini; Pietro Bonfà; Carlo Cavazzoni; Luca Benini (Proceedings of the 2nd Workshop on AutotuniNg and aDaptivity AppRoaches for Energy efficient HPC Systems, ANDARE@PACT 2018, Limassol, Cyprus, November 4, 2018, 2018)

Evaluation of NTP/PTP fine-grain synchronization performance in HPC clusters - Antonio Libri; Andrea Bartolini; Daniele Cesarini; Luca Benini (Proceedings of the 2nd Workshop on AutotuniNg and aDaptivity AppRoaches for Energy efficient HPC Systems, ANDARE@PACT 2018, Limassol, Cyprus, November 4, 2018, 2018)

HERO: an open-source research platform for HW/SW exploration of heterogeneous manycore systems - Andreas Kurth; Alessandro Capotondi; Pirmin Vogel; Luca Benini; Andrea Marongiu (Proceedings of the 2nd Workshop on AutotuniNg and aDaptivity AppRoaches for Energy efficient HPC Systems, ANDARE@PACT 2018, Limassol, Cyprus, November 4, 2018, 2018)

A LoRaWAN Wireless Sensor Network for Data Center Temperature Monitoring - Tommaso Polonelli; Davide Brunelli; Andrea Bartolini; Luca Benini (Applications in Electronics Pervading Industry, Environment and Society, APPLEPIES 2018, 2018)

GAP-8: A RISC-V SoC for AI at the Edge of the IoT - Eric Flamand; Davide Rossi; Francesco Conti; Igor Loi; Antonio Pullini; Florent Rotenberg; Luca Benini (29th IEEE International Conference on Application-specific Systems, Architectures and Processors, ASAP 2018, Milano, Italy, July 10-12, 2018, 2018)

One-shot Learning for iEEG Seizure Detection Using End-to-end Binary Operations: Local Binary Patterns with Hyperdimensional Computing - Alessio Burrello; Kaspar Schindler; Luca Benini; Abbas Rahimi (2018 IEEE Biomedical Circuits and Systems Conference, BioCAS 2018, Cleveland, OH, USA, October 17-19, 2018, 2018)

Embedded Classification of Local Field Potentials Recorded from Rat Barrel Cortex with Implanted Multi-Electrode Array - Xiaying Wang; Michele Magno; Lukas Cavigelli; Mufti Mahmud; Claudia Cecchetto; Stefano Vassanelli; Luca Benini (2018 IEEE Biomedical Circuits and Systems Conference, BioCAS 2018, Cleveland, OH, USA, October 17-19, 2018, 2018)

A Wearable Device for Brain-Machine Interaction with Augmented Reality Head-Mounted Display - Mattia Salvaro; Simone Benatti; Victor Javier Kartsch; Marco Guermandi; Luca Benini (13th EAI International Conference on Body Area Networks, BODYNETS 2018, Oulu, Finland, 2-3 October 2018, 2018)

A Cost-Effective Embedded Platform for Scalable Multichannel Biopotential Acquisition - Simone Benatti; Marco Guermandi; Luca Benini (13th EAI International Conference on Body Area Networks, BODYNETS 2018, Oulu, Finland, 2-3 October 2018, 2018)

QUENN: QUantization engine for low-power neural networks - Miguel de Prado; Maurizio Denna; Luca Benini; Nuria Pazos (Proceedings of the 15th ACM International Conference on Computing Frontiers, CF 2018, Ischia, Italy, May 08-10, 2018, 2018)

Autotuning and adaptivity in energy efficient HPC systems: the ANTAREX toolbox - Cristina Silvano; Gianluca Palermo; Giovanni Agosta; Amir H. Ashouri; Davide Gadioli; Stefano Cherubin; Emanuele Vitali; Luca Benini; Andrea Bartolini; Daniele Cesarini; João M. P. Cardoso; João Bispo; et al. (Proceedings of the 15th ACM International Conference on Computing Frontiers, CF 2018, Ischia, Italy, May 08-10, 2018, 2018)

Always-ON visual node with a hardware-software event-based binarized neural network inference engine - Manuele Rusci; Davide Rossi; Eric Flamand; Massimo Gottardi; Elisabetta Farella; Luca Benini (Proceedings of the 15th ACM International Conference on Computing Frontiers, CF 2018, Ischia, Italy, May 08-10, 2018, 2018)

Thermal image-based CNN's for ultra-low power people recognition - Andres Gomez; Francesco Conti; Luca Benini (Proceedings of the 15th ACM International Conference on Computing Frontiers, CF 2018, Ischia, Italy, May 08-10, 2018, 2018)

Chipmunk: A systolically scalable 0.9 mm\(^2\), 3.08Gop/s/mW @ 1.2 mW accelerator for near-sensor recurrent neural network inference - Francesco Conti; Lukas Cavigelli; Gianna Paulin; Igor Susmelj; Luca Benini (2018 IEEE Custom Integrated Circuits Conference, CICC 2018, San Diego, CA, USA, April 8-11, 2018, 2018)

Quantized NNs as the definitive solution for inference on low-power ARM MCUs?: work-in-progress - Manuele Rusci; Alessandro Capotondi; Francesco Conti; Luca Benini (Proceedings of the International Conference on Hardware/Software Codesign and System Synthesis, CODES+ISSS 2018, part of ESWEEK 2018, Torino, Italy, September 30 - October 5, 2018, 2018)

XNORBIN: A 95 TOp/s/W hardware accelerator for binary convolutional neural networks - Andrawes Al Bahou; Geethan Karunaratne; Renzo Andri; Lukas Cavigelli; Luca Benini (2018 IEEE Symposium in Low-Power and High-Speed Chips, COOL CHIPS 2018, Yokohama, Japan, April 18-20, 2018, 2018)

PULP-HD: accelerating brain-inspired high-dimensional computing on a parallel ultra-low power platform - Fabio Montagna; Abbas Rahimi; Simone Benatti; Davide Rossi; Luca Benini (Proceedings of the 55th Annual Design Automation Conference, DAC 2018, San Francisco, CA, USA, June 24-29, 2018, 2018)

Energy proportionality in near-threshold computing servers and cloud data centers: Consolidating or Not? - Ali Pahlevan; Yasir Mahmood Qureshi; Marina Zapater; Andrea Bartolini; Davide Rossi; Luca Benini; David Atienza (2018 Design, Automation & Test in Europe Conference & Exhibition, DATE 2018, Dresden, Germany, March 19-23, 2018, 2018)

HePREM: Enabling predictable GPU execution on heterogeneous SoC - Björn Forsberg; Luca Benini; Andrea Marongiu (2018 Design, Automation & Test in Europe Conference & Exhibition, DATE 2018, Dresden, Germany, March 19-23, 2018, 2018)

A transprecision floating-point platform for ultra-low power computing - Giuseppe Tagliavini; Stefan Mach; Davide Rossi; Andrea Marongiu; Luca Benini (2018 Design, Automation & Test in Europe Conference & Exhibition, DATE 2018, Dresden, Germany, March 19-23, 2018, 2018)

High speed ASIC implementations of leakage-resilient cryptography - Robert Schilling; Thomas Unterluggauer; Stefan Mangard; Frank K. Gürkaynak; Michael Muehlberghuber; Luca Benini (2018 Design, Automation & Test in Europe Conference & Exhibition, DATE 2018, Dresden, Germany, March 19-23, 2018, 2018)

ANTAREX: A DSL-Based Approach to Adaptively Optimizing and Enforcing Extra-Functional Properties in High Performance Computing - Cristina Silvano; Giovanni Agosta; Andrea Bartolini; Andrea Rosario Beccari; Luca Benini; Loïc Besnard; João Bispo; Radim Cmar; João M. P. Cardoso; Carlo Cavazzoni; Stefano Cherubin; Davide Gadioli; et al. (21st Euromicro Conference on Digital System Design, DSD 2018, Prague, Czech Republic, August 29-31, 2018, 2018)

Mr. Wolf: A 1 GFLOP/s Energy-Proportional Parallel Ultra Low Power SoC for IOT Edge Processing - Antonio Pullini; Davide Rossi; Igor Loi; Alfio Di Mauro; Luca Benini (44th IEEE European Solid State Circuits Conference, ESSCIRC 2018, Dresden, Germany, September 3-6, 2018, 2018)

ALOHA: an architectural-aware framework for deep learning at the edge - Paolo Meloni; Daniela Loi; Gianfranco Deriu; Andy D. Pimentel; Dolly Sapra; Bernhard Moser; Natalia Shepeleva; Francesco Conti; Luca Benini; Oscar Ripolles; David Solans; Maura Pintor; et al. (Proceedings of the Workshop on INTelligent Embedded Systems Architectures and Applications, INTESA@ESWEEK 2018, Turin, Italy, October 04-04, 2018, 2018)

An accurate low-cost Crackmeter with LoRaWAN communication and energy harvesting capability - Tommaso Polonelli; Davide Brunelli; Marco Guermandi; Luca Benini (23rd IEEE International Conference on Emerging Technologies and Factory Automation, ETFA 2018, Torino, Italy, September 4-7, 2018, 2018)

Slotted ALOHA Overlay on LoRaWAN - A Distributed Synchronization Approach - Tommaso Polonelli; Davide Brunelli; Luca Benini (16th IEEE International Conference on Embedded and Ubiquitous Computing, EUC 2018, Bucharest, Romania, October 29-31, 2018, 2018)

Fast and Accurate Multiclass Inference for MI-BCIs Using Large Multiscale Temporal and Spectral Features - Michael Hersche; Tino Rellstab; Pasquale Davide Schiavone; Lukas Cavigelli; Luca Benini; Abbas Rahimi (26th European Signal Processing Conference, EUSIPCO 2018, Roma, Italy, September 3-7, 2018, 2018)

A Self-Sustaining Micro-Watt Programmable Smart Audio Sensor for Always-On Sensing - Michele Magno; Philipp Mayer; Luca Benini (Ninth International Green and Sustainable Computing Conference, IGSC 2018, Pittsburgh, PA, USA, October 22-24, 2018, 2018)

Rat Cortical Layers Classification extracting Evoked Local Field Potential Images with Implanted Multi-Electrode Sensor - Xiaying Wang; Michele Magno; Lukas Cavigelli; Mufti Mahmud; Claudia Cecchetto; Stefano Vassanelli; Luca Benini (20th IEEE International Conference on e-Health Networking, Applications and Services, Healthcom 2018, Ostrava, Czech Republic, September 17-20, 2018, 2018)

Scalable and Efficient Virtual Memory Sharing in Heterogeneous SoCs with TLB Prefetching and MMU-Aware DMA Engine - Andreas Kurth; Pirmin Vogel; Andrea Marongiu; Luca Benini (36th IEEE International Conference on Computer Design, ICCD 2018, Orlando, FL, USA, October 7-10, 2018, 2018)

Nanowatt Wake-Up Radios: Discrete-Components and Integrated Architectures - Alessia Maria Elgani; Michele Magno; Francesco Renzini; Luca Perilli; Eleonora Franchi Scarselli; Antonio Gnudi; Roberto Canegallo; Giulio Ricotti; Luca Benini (25th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2018, Bordeaux, France, December 9-12, 2018, 2018)

Architecture-aware design and implementation of CNN algorithms for embedded inference: the ALOHA project - Paolo Meloni; Daniela Loi; Gianfranco Deriu; Andy D. Pimentel; Dolly Sapra; Maura Pintor; Battista Biggio; Oscar Ripolles; David Solans; Francesco Conti; Luca Benini; Todor P. Stefanov; et al. (30th International Conference on Microelectronics, ICM 2018, Sousse, Tunisia, December 16-19, 2018, 2018)

A Scalable Framework for Online Power Modelling of High-Performance Computing Nodes in Production - Federico Pittino; Francesco Beneventi; Andrea Bartolini; Luca Benini (2018 International Conference on High Performance Computing & Simulation, HPCS 2018, Orleans, France, July 16-20, 2018, 2018)

Combining LoRa and RTK to achieve a high precision self-sustaining geo-localization system: poster abstract - Michele Magno; Stefan Rickli; Josefine Quack; Oliver Brunecker; Luca Benini (Proceedings of the 17th ACM/IEEE International Conference on Information Processing in Sensor Networks, IPSN 2018, Porto, Portugal, April 11-13, 2018, 2018)

Sub-mW multi-Gbps chip-to-chip communication Links for Ultra-Low Power IoT end-nodes - Martino Dazzi; Pierpaolo Palestri; Davide Rossi; Andrea Bandiziol; Igor Loi; David E. Bellasi; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2018, 27-30 May 2018, Florence, Italy, 2018)

Hydra: An Accelerator for Real-Time Edge-Aware Permeability Filtering in 65nm CMOS - Manuel Eggimann; Christelle Gloor; Florian Scheidegger; Lukas Cavigelli; Michael Schaffner; Aljosa Smolic; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2018, 27-30 May 2018, Florence, Italy, 2018)

Modal Analysis of Structures with Low-cost Embedded Systems - Alberto Girolami; Federica Zonzini; Luca De Marchi; Davide Brunelli; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2018, 27-30 May 2018, Florence, Italy, 2018)

An 826 MOPS, 210uW/MHz Unum ALU in 65 nm - Florian Glaser; Stefan Mach; Abbas Rahimi; Frank K. Gürkaynak; Qiuting Huang; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2018, 27-30 May 2018, Florence, Italy, 2018)

Smart Wearable Wristband for EMG based Gesture Recognition Powered by Solar Energy Harvester - Victor Javier Kartsch; Simone Benatti; Mattia Mancini; Michele Magno; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2018, 27-30 May 2018, Florence, Italy, 2018)

A Transprecision Floating-Point Architecture for Energy-Efficient Embedded Computing - Stefan Mach; Davide Rossi; Giuseppe Tagliavini; Andrea Marongiu; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2018, 27-30 May 2018, Florence, Italy, 2018)

Live Demonstration: Body-Bias Based Performance Monitoring and Compensation for a Near-Threshold Multi-Core Cluster in 28nm FD-SOI Technology - Alfio Di Mauro; Davide Rossi; Antonio Pullini; Philippe Flatresse; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2018, 27-30 May 2018, Florence, Italy, 2018)

An EMG Gesture Recognition System with Flexible High-Density Sensors and Brain-Inspired High-Dimensional Classifier - Ali Moin; Andy Zhou; Abbas Rahimi; Simone Benatti; Alisha Menon; Senam Tamakloe; Jonathan Ting; Natasha Yamamoto; Yasser Khan; Fred L. Burghardt; Luca Benini; Ana C. Arias; et al. (IEEE International Symposium on Circuits and Systems, ISCAS 2018, 27-30 May 2018, Florence, Italy, 2018)

Design Automation for Binarized Neural Networks: A Quantum Leap Opportunity? - Manuele Rusci; Lukas Cavigelli; Luca Benini (IEEE International Symposium on Circuits and Systems, ISCAS 2018, 27-30 May 2018, Florence, Italy, 2018)

Hyperdrive: A Systolically Scalable Binary-Weight CNN Inference Engine for mW IoT End-Nodes - Renzo Andri; Lukas Cavigelli; Davide Rossi; Luca Benini (2018 IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2018, Hong Kong, China, July 8-11, 2018, 2018)

Torpor: A Power-Aware HW Scheduler for Energy Harvesting IoT SoCs - P. Anagnostou; Andres Gomez; Pascal A. Hager; Hamed Fatemi; José Pineda de Gyvez; Lothar Thiele; Luca Benini (28th International Symposium on Power and Timing Modeling, Optimization and Simulation, PATMOS 2018, Platja d'Aro, Spain, July 2-4, 2018, 2018)

Combining PREM compilation and ILP scheduling for high-performance and predictable MPSoC execution - Joel Matejka; Björn Forsberg; Michal Sojka; Zdenek Hanzálek; Luca Benini; Andrea Marongiu (Proceedings of the 9th International Workshop on Programming Models and Applications for Multicores and Manycores, PMAM@PPoPP 2018, February 25, 2018, Vienna, Austria, 2018)

An accurate system for optimal state estimation of a levitated nanoparticle - Michael Jost; Michael Schaffner; Michele Magno; Matthias Korb; Luca Benini; René Reimann; Vijay Jain; Michael Gross; Andrei Militaru; Martin Frimmer; Lukás Novotný (2018 IEEE Sensors Applications Symposium, SAS 2018, Seoul, South Korea, March 12-14, 2018, 2018)

Combining microbial fuel cell and ultra-low power event-driven audio detector for zero-power sensing in underwater monitoring - Philipp Mayer; Michele Magno; Luca Benini (2018 IEEE Sensors Applications Symposium, SAS 2018, Seoul, South Korea, March 12-14, 2018, 2018)

On the Cost of Freedom From Interference in Heterogeneous SoCs - Björn Forsberg; Luca Benini; Andrea Marongiu (Proceedings of the 21st International Workshop on Software and Compilers for Embedded Systems, SCOPES 2018, Sankt Goar, Germany, May 28-30, 2018, 2018)

Pible: battery-free mote for perpetual indoor BLE applications - Francesco Fraternali; Bharathan Balaji; Yuvraj Agarwal; Luca Benini; Rajesh K. Gupta (Proceedings of the 5th Conference on Systems for Built Environments, BuildSys 2018, Shenzen, China, November 07-08, 2018, 2018)

Pible: battery-free mote for perpetual indoor BLE applications: demo abstract - Francesco Fraternali; Bharathan Balaji; Yuvraj Agarwal; Luca Benini; Rajesh K. Gupta (Proceedings of the 5th Conference on Systems for Built Environments, BuildSys 2018, Shenzen, China, November 07-08, 2018, 2018)

BinaryEye: A 20 kfps Streaming Camera System on FPGA with Real-Time On-Device Image Recognition Using Binary Neural Networks - Petar Jokic; Stéphane Emery; Luca Benini (13th IEEE International Symposium on Industrial Embedded Systems, SIES 2018, Graz, Austria, June 6-8, 2018, 2018)

An Open-Source Verification Framework for Open-Source Cores: A RISC-V Case Study - Pasquale Davide Schiavone; Ernesto Sánchez; Annachiara Ruospo; Francesco Minervini; Florian Zaruba; Germain Haugou; Luca Benini (IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2018, Verona, Italy, October 8-10, 2018, 2018)

On-Demand TDMA for Energy Efficient Data Collection with LoRa and Wake-up Receiver - Rajeev Piyare; Amy L. Murphy; Michele Magno; Luca Benini (14th International Conference on Wireless and Mobile Computing, Networking and Communications, WiMob 2018, Limassol, Cyprus, October 15-17, 2018, 2018)

KRATOS: An Open Source Hardware-Software Platform for Rapid Research in LPWANs - Rajeev Piyare; Amy L. Murphy; Michele Magno; Luca Benini (14th International Conference on Wireless and Mobile Computing, Networking and Communications, WiMob 2018, Limassol, Cyprus, October 15-17, 2018, 2018)

An EMG Gesture Recognition System with Flexible High-Density Sensors and Brain-Inspired High-Dimensional Classifier - Ali Moin; Andy Zhou; Abbas Rahimi; Simone Benatti; Alisha Menon; Senam Tamakloe; Jonathan Ting; Natasha Yamamoto; Yasser Khan; Fred L. Burghardt; Luca Benini; Ana C. Arias; et al. (CoRR, 2018)

A Scalable Near-Memory Architecture for Training Deep Neural Networks on Large In-Memory Datasets - Fabian Schuiki; Michael Schaffner; Frank K. Gürkaynak; Luca Benini (CoRR, 2018)

XNORBIN: A 95 TOp/s/W Hardware Accelerator for Binary Convolutional Neural Networks - Andrawes Al Bahou; Geethan Karunaratne; Renzo Andri; Lukas Cavigelli; Luca Benini (CoRR, 2018)

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 (CoRR, 2018)

Hyperdrive: A Systolically Scalable Binary-Weight CNN Inference Engine for mW IoT End-Nodes - Renzo Andri; Lukas Cavigelli; Davide Rossi; Luca Benini (CoRR, 2018)

Ultra Low Power Deep-Learning-powered Autonomous Nano Drones - Daniele Palossi; Antonio Loquercio; Francesco Conti; Eric Flamand; Davide Scaramuzza; Luca Benini (CoRR, 2018)

Dwarf in a Giant: Enabling Scalable, High-Resolution HPC Energy Monitoring for Real-Time Profiling and Analytics - Antonio Libri; Andrea Bartolini; Luca Benini (CoRR, 2018)

Pricing Schemes for Energy-Efficient HPC Systems: Design and Exploration - Andrea Borghesi; Andrea Bartolini; Michela Milano; Luca Benini (CoRR, 2018)

COUNTDOWN - three, two, one, low power! A Run-time Library for Energy Saving in MPI Communication Primitives - Daniele Cesarini; Andrea Bartolini; Pietro Bonfà; Carlo Cavazzoni; Luca Benini (CoRR, 2018)

XNOR Neural Engine: a Hardware Accelerator IP for 21.6 fJ/op Binary Neural Network Inference - Francesco Conti; Pasquale Davide Schiavone; Luca Benini (CoRR, 2018)

Hardware Optimizations of Dense Binary Hyperdimensional Computing: Rematerialization of Hypervectors, Binarized Bundling, and Combinational Associative Memory - Manuel Schmuck; Luca Benini; Abbas Rahimi (CoRR, 2018)

On the Feasibility of FPGA Acceleration of Molecular Dynamics Simulations - Michael Schaffner; Luca Benini (CoRR, 2018)

CBinfer: Exploiting Frame-to-Frame Locality for Faster Convolutional Network Inference on Video Streams - Lukas Cavigelli; Luca Benini (CoRR, 2018)

Scalable and Efficient Virtual Memory Sharing in Heterogeneous SoCs with TLB Prefetching and MMU-Aware DMA Engine - Andreas Kurth; Pirmin Vogel; Andrea Marongiu; Luca Benini (CoRR, 2018)

One-shot Learning for iEEG Seizure Detection Using End-to-end Binary Operations: Local Binary Patterns with Hyperdimensional Computing - Alessio Burrello; Kaspar Schindler; Luca Benini; Abbas Rahimi (CoRR, 2018)

Slotted ALOHA Overlay on LoRaWAN: a Distributed Synchronization Approach - Tommaso Polonelli; Davide Brunelli; Luca Benini (CoRR, 2018)

On-Demand TDMA for Energy Efficient Data Collection with LoRa and Wake-up Receiver - Rajeev Piyare; Amy L. Murphy; Michele Magno; Luca Benini (CoRR, 2018)

KRATOS: An Open Source Hardware-Software Platform for Rapid Research in LPWANs - Rajeev Piyare; Amy L. Murphy; Michele Magno; Luca Benini (CoRR, 2018)

Robust online identification of thermal models for in-production HPC clusters with machine learning-based data selection - Federico Pittino; Roberto Diversi; Luca Benini; Andrea Bartolini (CoRR, 2018)

Extended Bit-Plane Compression for Convolutional Neural Network Accelerators - Lukas Cavigelli; Luca Benini (CoRR, 2018)

Anomaly Detection using Autoencoders in High Performance Computing Systems - Andrea Borghesi; Andrea Bartolini; Michele Lombardi; Michela Milano; Luca Benini (CoRR, 2018)