Approximate Computing for Power and Energy Optimisation

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Livrables

Report on Approximate Computing Research Excellence Award
Intermediate List of Publications, first 36 months
List of Publications
Intermediate List of Publications, first 18 months

Press release on selected research results
Press release on the network launch (after recruitments)

Project website

Project website established.

Publications

Exploiting Approximation for Run-time Resource Management of Embedded HMPs

Auteurs: Zain Taufique, Anil Kanduri, Antonio Miele, Amir Rahmani, Cristiana Bolchini, Nikil Dutt, Pasi Liljeberg
Publié dans: ACM Transactions on Embedded Computing Systems, 2025, ISSN 1539-9087
Éditeur: Association for Computing Machinary, Inc.
DOI: 10.1145/3723357

A Survey on Low-Power GNSS

Auteurs: Grenier, Antoine; Lohan, Elena Simona; Ometov, Aleksandr; Nurmi, Jari
Publié dans: IEEE Communications Surveys & Tutorials, Numéro Volume: 25, Numéro: 3, thirdquarter 2023, 2023, ISSN 1553-877X
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/comst.2023.3265841

E-MAC: Enhanced In-SRAM MAC Accuracy via Digital-to-Time Modulation

Auteurs: Saeed Seyedfaraji, Salar Shakibhamedan, Amire Seyedfaraji, Baset Mesgari, Nima Taherinejad, Axel Jantsch, Semeen Rehman
Publié dans: IEEE Journal on Exploratory Solid-State Computational Devices and Circuits, Numéro 10, 2025, Page(s) 178-186, ISSN 2329-9231
Éditeur: IEEE
DOI: 10.1109/jxcdc.2024.3518633

Ionospheric Error Models for Satellite-Based Navigation—Paving the Road towards LEO-PNT Solutions

Auteurs: Majed Imad, Antoine Grenier, Xiaolong Zhang, Jari Nurmi, Elena Lohan
Publié dans: Computers, Numéro 13, 2025, Page(s) 4, ISSN 2073-431X
Éditeur: MDPI
DOI: 10.3390/computers13010004

Approximating vision transformers for edge: variational inference and mixed-precision for multi-modal data

Auteurs: Dewant Katare, Sam Leroux, Marijn Janssen, Aaron Yi Ding
Publié dans: Computing, Numéro 107, 2025, ISSN 0010-485X
Éditeur: Springer Verlag
DOI: 10.1007/s00607-025-01427-w

Parallel Accurate Minifloat MACCs for Neural Network Inference on Versal FPGAs

Auteurs: Hans Jakob Damsgaard, Konstantin J. Hoßfeld, Jari Nurmi, Thomas B. Preußer
Publié dans: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2024, Page(s) 1-1, ISSN 0278-0070
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tcad.2024.3511343

Adaptive approximate computing in edge AI and IoT applications: A review

Auteurs: Hans Jakob Damsgaard, Antoine Grenier, Dewant Katare, Zain Taufique, Salar Shakibhamedan, Tiago Troccoli, Georgios Chatzitsompanis, Anil Kanduri, Aleksandr Ometov, Aaron Yi Ding, Nima Taherinejad, Georgios Karakonstantis, Roger Woods, Jari Nurmi
Publié dans: Journal of Systems Architecture, Numéro Volume 150, May 2024, 103114, 2024, ISSN 1383-7621
Éditeur: Elsevier BV
DOI: 10.1016/j.sysarc.2024.103114

Direction of Arrival Method for L-Shaped Array with RF Switch: An Embedded Implementation Perspective

Auteurs: Tiago Troccoli; Juho Pirskanen; Jari Nurmi; Aleksandr Ometov; Jorge Morte; Elena Simona Lohan; Ville Kaseva
Publié dans: Sensors, 2023, Page(s) 3356, ISSN 1424-8220
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s23063356

Approximate computing in B5G and 6G wireless systems : A survey and future outlook

Auteurs: Damsgaard, Hans Jakob; Ometov, Aleksandr; Mowla, Md Munjure; Flizikowski, Adam; Nurmi, Jari
Publié dans: Computer Networks, Numéro Volume 233, September 2023, 109872, 2023, ISSN 1389-1286
Éditeur: Elsevier BV
DOI: 10.1016/j.comnet.2023.109872

The Impact of Profiling Versus Static Analysis in Precision Tuning

Auteurs: Lev Denisov, Gabriele Magnani, Daniele Cattaneo, Giovanni Agosta, Stefano Cherubin
Publié dans: IEEE Access, Numéro 12, 2024, Page(s) 69475-69487, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2024.3401831

ARASEC: Adaptive Resource Allocation and Model Training for Serverless Edge–Cloud Computing

Auteurs: Dewant Katare, Eduard Marin, Nicolas Kourtellis, Marijn Janssen, Aaron Yi Ding
Publié dans: IEEE Internet Computing, Numéro 28, 2025, Page(s) 17-27, ISSN 1089-7801
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mic.2024.3514670

A Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services

Auteurs: Katare, Dewant; Perino, Diego; Nurmi, Jari; Warnier, Martijn; Janssen, Marijn; Ding, Aaron Yi
Publié dans: IEEE Communications Surveys & Tutorials, Numéro Volume: 25, Numéro: 4, Fourthquarter 2023, 2023, ISSN 1553-877X
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/comst.2023.3302474

Design-time methodology for optimizing mixed-precision CPU architectures on FPGA

Auteurs: Lev Denisov, Andrea Galimberti, Daniele Cattaneo, Giovanni Agosta, Davide Zoni
Publié dans: Journal of Systems Architecture, Numéro 155, 2024, Page(s) 103257, ISSN 1383-7621
Éditeur: Elsevier BV
DOI: 10.1016/j.sysarc.2024.103257

Enabling Voltage Over-Scaling in Multiplierless DSP Architectures via Algorithm-Hardware Co-Design

Auteurs: Charalampos Eleftheriadis, Georgios Chatzitsompanis, Georgios Karakonstantis
Publié dans: IEEE Transactions on Very Large Scale Integration (VLSI) Systems, Numéro 32, 2024, Page(s) 219-230, ISSN 1063-8210
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tvlsi.2023.3308607

Hard SyDR: A Benchmarking Environment for Global Navigation Satellite System Algorithms

Auteurs: Antoine Grenier; Jie Lei; Hans Jakob Damsgaard; Enrique S. Quintana-Ortí; Aleksandr Ometov; Elena Simona Lohan; Jari Nurmi
Publié dans: Sensors, Vol 24, Iss 2, p 409, Numéro 5, 2024, ISSN 1424-8220
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s24020409

Towards Smarter Positioning through Analyzing Raw GNSS and Multi-Sensor Data from Android Devices: A Dataset and an Open-Source Application

Auteurs: Grenier, Antoine; Lohan, Elena Simona; Ometov, Aleksandr; Nurmi, Jari
Publié dans: Electronics, Numéro 16, 2023, ISSN 2079-9292
Éditeur: MDPI
DOI: 10.3390/electronics12234781

High-Efficiency Compressor Trees for Latest AMD FPGAs

Auteurs: Konstantin J. Hossfeld, Hans Jakob Damsgaard, Jari Nurmi, Michaela Blott, Thomas B. Preusser
Publié dans: ACM Transactions on Reconfigurable Technology and Systems, 2023, ISSN 1936-7406
Éditeur: Association for Computing Machinery (ACM)
DOI: 10.1145/3645097

Adaptive Approximate Computing with CGRAgen

Auteurs: Hans Jakob Damsgaard, Aleksandr Ometov, Jari Nurmi
Publié dans: IEEE Design & Test, 2025, Page(s) 1-1, ISSN 2168-2356
Éditeur: IEEE Computer Society
DOI: 10.1109/mdat.2025.3552657

ACE-CNN: Approximate Carry Disregard Multipliers for Energy-Efficient CNN-Based Image Classification

Auteurs: Salar Shakibhamedan, Nima Amirafshar, Ahmad Sedigh Baroughi, Hadi Shahriar Shahhoseini, Nima TaheriNejad
Publié dans: IEEE Transactions on Circuits and Systems I: Regular Papers, Numéro 71, 2024, Page(s) 2280-2293, ISSN 1549-8328
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tcsi.2024.3369230

Approximation Opportunities in Edge Computing Hardware: A Systematic Literature Review

Auteurs: Damsgaard, Hans Jakob; Ometov, Aleksandr; Nurmi, Jari
Publié dans: ACM Computing Surveys, 2022, ISSN 0360-0300
Éditeur: Association for Computing Machinary, Inc.
DOI: 10.1145/3572772

A Survey on Design Space Exploration Approaches for Approximate Computing Systems

Auteurs: Sepide Saeedi, Ali Piri, Bastien Deveautour, Ian O’Connor, Alberto Bosio, Alessandro Savino, Stefano Di Carlo
Publié dans: Electronics, Numéro 13, 2024, Page(s) 4442, ISSN 2079-9292
Éditeur: MDPI
DOI: 10.3390/electronics13224442

Efficient Embedded Fixed-Point Direction of Arrival Method

Auteurs: Tiago Troccoli, Juho Pirskanen, Jorge Morte, Aleksandr Ometov, Elena Simona Lohan, Ville Kaseva, Jari Nurmi
Publié dans: IEEE Sensors Journal, Numéro 24, 2024, Page(s) 8563-8584, ISSN 1530-437X
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jsen.2024.3361658

SpikeExplorer: Hardware-Oriented Design Space Exploration for Spiking Neural Networks on FPGA

Auteurs: Dario Padovano, Alessio Carpegna, Alessandro Savino, Stefano Di Carlo
Publié dans: Electronics, Numéro 13, 2025, Page(s) 1744, ISSN 2079-9292
Éditeur: MDPI AG
DOI: 10.3390/electronics13091744

Novel Direction-of-Arrival-Based Localization in Massive DECT-2020 5G NR Networks

Auteurs: Tiago Troccoli, Hans Jakob Damsgaard, Juho Pirskanen, Elena Simona Lohan, Aleksandr Ometov, Jorge Morte, Jari Nurmi, Ville Kaseva
Publié dans: IEEE Internet of Things Journal, Numéro 12, 2025, Page(s) 2690-2712, ISSN 2327-4662
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jiot.2024.3474918

On the Facilitation of Voltage Over-Scaling and Minimization of Timing Errors in Floating-Point Multipliers

Auteurs: Chatzitsompanis, Georgios; Karakonstantis, Georgios
Publié dans: 29th International Symposium on On-Line Testing and Robust System Design (IOLTS), 2023, ISBN 979-8-3503-4135-5
Éditeur: IEEE
DOI: 10.1109/iolts59296.2023.10224887

Energy-Aware Vision Model Partitioning for Edge AI

Auteurs: Dewant Katare, Mengying Zhou, Yang Chen, Marijn Janssen, Aaron Yi Ding
Publié dans: Proceedings of the 40th ACM/SIGAPP Symposium on Applied Computing, 2025, Page(s) 671-678, ISBN 9798400706295
Éditeur: ACM
DOI: 10.1145/3672608.3707792

Poster: Energy-Aware Partitioning for Edge AI

Auteurs: Dewant Katare, Mengying Zhou, Yang Chen, Marijn Janssen, Aaron Yi Ding
Publié dans: 2024 IEEE/ACM Symposium on Edge Computing (SEC), 2025, Page(s) 526-527
Éditeur: IEEE
DOI: 10.1109/sec62691.2024.00067

Design Space Exploration of Approximate Computing Techniques

Auteurs: Saeedi, Sepide; Savino, Alessandro; Di Carlo, Stefano
Publié dans: 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), 2023, ISSN 2325-6664
Éditeur: IEEE
DOI: 10.1109/dsn-w58399.2023.00047

Input-aware accuracy characterization for approximate circuits

Auteurs: Ali Piri; Salvatore Pappalardo; Salvatore Barone; Mario Barbareschi; Bastien Deveautour; Marcello Traiola; Ian O'Connor; Alberto Bosio
Publié dans: IEEE/IFIP International Conference on Dependable Systems and Networks Workshops, 2023, ISBN 979-8-3503-2543-0
Éditeur: IEEE
DOI: 10.1109/dsn-w58399.2023.00050

Energy-Aware Adaptive Framework for CAV

Auteurs: Dewant Katare, Marijn Janssen, Aaron Yi Ding
Publié dans: 2025 IEEE 15th Annual Computing and Communication Workshop and Conference (CCWC), 2025, Page(s) 626-632
Éditeur: IEEE
DOI: 10.1109/ccwc62904.2025.10903937

An Open-Source Software-Defined Receiver for GNSS Algorithms Benchmarking

Auteurs: Grenier, Antoine; Lohan, Elena-Simona; Ometov, Aleksandr; Nurmi, Jari
Publié dans: 14th International Congress on Ultra Modern Telecommunications and Control Systems (ICUMT), 2022
Éditeur: IEEE
DOI: 10.1109/ICUMT57764.2022.9943489

Lifetime Estimation for Core-Failure Resilient Multi-Core Processors

Auteurs: Sudam M. Wasala, Sobhan Niknam, Anuj Pathania, Clemens Grelck, Andy D. Pimentel
Publié dans: 16th International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC), 2023, ISBN 979-8-3503-9361-3
Éditeur: IEEE
DOI: 10.1109/mcsoc60832.2023.00050

Profiling vs Static Analysis: The Impact on Precision Tuning

Auteurs: Lev Denisov, Gabriele Magnani, Daniele Cattaneo, Giovanni Agosta, Stefano Cherubin
Publié dans: Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing, 2024, Page(s) 446-448
Éditeur: ACM
DOI: 10.1145/3605098.3636080

Energy-aware Adaptive Approximate Computing for Deep Learning Applications

Auteurs: Nima TaheriNejad; Salar Shakibhamedan
Publié dans: IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2022
Éditeur: IEEE
DOI: 10.1109/ISVLSI54635.2022.00072

Energy-efficient Edge Approximation for Connected Vehicular Services

Auteurs: Katare, Dewant; Ding, Aaron Yi
Publié dans: 57th Annual Conference on Information Sciences and Systems (CISS), 2023, ISBN 978-1-6654-5181-9
Éditeur: IEEE
DOI: 10.1109/ciss56502.2023.10089724

Prediction of the Impact of Approximate Computing on Spiking Neural Networks via Interval Arithmetic

Auteurs: Saeedi, Sepide; Carpegna, Alessio; Savino, Alessandro; Di Carlo, Stefano
Publié dans: 2022 IEEE 23rd Latin American Test Symposium (LATS), 2022, ISBN 978-1-6654-5707-1
Éditeur: IEEE
DOI: 10.1109/LATS57337.2022.9936999

Exploration of Custom Floating-Point Formats: A Systematic Approach

Auteurs: Saba Yousefzadeh, Yu Yang, Astile Peter, Dimitrios Stathis, Ahmed Hemani
Publié dans: 2024 27th Euromicro Conference on Digital System Design (DSD), 2024, Page(s) 266-273
Éditeur: IEEE
DOI: 10.1109/dsd64264.2024.00043

ePredictNet: Low Cost Error Prediction Neural Network

Auteurs: Georgios Chatzitsompanis, Georgios Karakonstantis
Publié dans: Proceedings of the 29th ACM/IEEE International Symposium on Low Power Electronics and Design, 2025, Page(s) 1-6
Éditeur: ACM
DOI: 10.1145/3665314.3670836

Implementation of Embedded Multiple Signal Classification Algorithm for Mesh IoT Networks

Auteurs: Tiago Troccoli, Juho Pirskanen, Aleksandr Ometov, Jari Nurmi, Ville Kaseva
Publié dans: International Conference on Localization and GNSS, 2022
Éditeur: IEEE
DOI: 10.1109/icl-gnss54081.2022.9797023

Bias Detection and Generalization in AI Algorithms on Edge for Autonomous Driving

Auteurs: Katare, Dewant; Kourtellis, Nicolas; Park, Souneil; Perino, Diego; Janssen, Marijn; Ding, Aaron Yi
Publié dans: IEEE/ACM 7th Symposium on Edge Computing (SEC), 2023, ISBN 978-1-6654-8611-8
Éditeur: IEEE
DOI: 10.1109/sec54971.2022.00050

OPTIMA: Design-Space Exploration of Discharge-Based In-SRAM Computing: Quantifying Energy-Accuracy Trade-offs

Auteurs: Saeed Seyedfaraji, Severin Jager, Salar Shakibhamedan, Asad Aftab, Semeen Rehman
Publié dans: Proceedings of the 61st ACM/IEEE Design Automation Conference, 2024, Page(s) 1-6
Éditeur: ACM
DOI: 10.1145/3649329.3661852

StreamEase: Enabling Real-Time Inference of Temporal Convolution Networks on Low-Power MCUs with Stream-Oriented Automatic Transformation

Auteurs: Seyed Ahmad Mirsalari, Léo Bijar, Marco Fariselli, Martin Croome, Francesco Paci, Giuseppe Tagliavini, Luca Benini
Publié dans: 2024 31st IEEE International Conference on Electronics, Circuits and Systems (ICECS), 2025, Page(s) 1-4
Éditeur: IEEE
DOI: 10.1109/icecs61496.2024.10848742

On the Integration of Approximate Computing in GNSS Signal Processing for Improved Energy-Efficiency

Auteurs: Antoine Grenier, Elena Simona Lohan, Aleksandr Ometov, Jari Nurmi
Publié dans: 2024 11th Workshop on Satellite Navigation Technology (NAVITEC), 2025, Page(s) 1-5
Éditeur: IEEE
DOI: 10.1109/navitec63575.2024.10843421

Hardware Generators with Chisel

Auteurs: Martin Schoeberl, Hans Jakob Damsgaard, Luca Pezzarossa, Oliver Keszocze, Erling Rennemo Jellum
Publié dans: 2024 27th Euromicro Conference on Digital System Design (DSD), 2024, Page(s) 168-175
Éditeur: IEEE
DOI: 10.1109/dsd64264.2024.00031

Fast Exploration of the Impact of Precision Reduction on Spiking Neural Networks

Auteurs: Sepide Saeedi, Alessio Carpegna, Alessandro Savino, Stefano Di Carlo
Publié dans: 2024 IEEE International Conference on Design, Test and Technology of Integrated Systems (DTTIS), 2024, Page(s) 1-6
Éditeur: IEEE
DOI: 10.1109/dttis62212.2024.10780090

SeTHet - Sending Tuned numbers over DMA onto Heterogeneous clusters: an automated precision tuning story

Auteurs: Gabriele Magnani, Daniele Cattaneo, Lev Denisov, Giuseppe Tagliavini, Giovanni Agosta, Stefano Cherubin
Publié dans: Proceedings of the 21st ACM International Conference on Computing Frontiers, 2024, Page(s) 258-266
Éditeur: ACM
DOI: 10.1145/3649153.3649203

Tango: Low Latency Multi-DNN Inference on Heterogeneous Edge Platforms

Auteurs: Zain Taufique, Aman Vyas, Antonio Miele, Pasi Liljeberg, Anil Kanduri
Publié dans: 2024 IEEE 42nd International Conference on Computer Design (ICCD), 2025, Page(s) 300-307
Éditeur: IEEE
DOI: 10.1109/iccd63220.2024.00053

Harnessing Approximate Computing for Machine Learning

Auteurs: Salar Shakibhamedan, Amin Aminifar, Luke Vassallo, Nima TaheriNejad
Publié dans: 2024 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2024, Page(s) 585-591
Éditeur: IEEE
DOI: 10.1109/isvlsi61997.2024.00110

Shedding the Bits: Pushing the Boundaries of Quantization with Minifloats on FPGAs

Auteurs: Shivam Aggarwal, Hans Jakob Damsgaard, Alessandro Pappalardo, Giuseppe Franco, Thomas B. Preußer, Michaela Blott, Tulika Mitra
Publié dans: 2024 34th International Conference on Field-Programmable Logic and Applications (FPL), 2024, Page(s) 297-303
Éditeur: IEEE
DOI: 10.1109/fpl64840.2024.00048

Spiking Neural Network Data Reduction via Interval Arithmetic

Auteurs: saeedi, sepide; Carpegna, Alessio; Savino, Alessandro; Di Carlo, Stefano
Publié dans: Silicon Errors in Logic – System Effects (SELSE) Workshop, 2022
Éditeur: IEEE
DOI: 10.5281/zenodo.6581443

Adaptive Workload Distribution for Accuracy-aware DNN Inference on Collaborative Edge Platforms

Auteurs: Zain Taufique, Antonio Miele, Pasi Liljeberg, Anil Kanduri
Publié dans: 2024 29th Asia and South Pacific Design Automation Conference (ASP-DAC), 2024, Page(s) 109-114
Éditeur: IEEE
DOI: 10.1109/asp-dac58780.2024.10473987

Generating CGRA Processing Element Hardware with CGRAgen

Auteurs: Hans Jakob Damsgaard, Aleksandr Ometov, Jari Nurmi
Publié dans: 26th Euromicro Conference on Digital System Design (DSD), 2023, ISBN 979-8-3503-4419-6
Éditeur: IEEE
DOI: 10.1109/dsd60849.2023.00011

Investigating the effect of approximate multipliers on the resilience of a systolic array DNN accelerator

Auteurs: Pappalardo, Salvatore; Piri, Ali; Ruospo, Annachiara; O'Connor, Ian; Deveautour, Bastien; Sanchez, Ernesto; Bosio, Alberto
Publié dans: IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT), 2023, ISBN 979-8-3503-1500-4
Éditeur: IEEE
DOI: 10.1109/dft59622.2023.10313535

Precision Tuning in Parallel Applications

Auteurs: Magnani, Gabriele; Denisov, Lev; Cattaneo, Daniele; Agosta, Giovanni
Publié dans: 15th Workshop on Parallel Programming and Run-Time Management Techniques for Many-Core Architectures and 13th Workshop on Design Tools and Architectures for Multicore Embedded Computing Platforms (PARMA-DITAM 2024, 2023, ISSN 2190-6807
Éditeur: DROPS
DOI: 10.4230/oasics.parma-ditam.2024.4

TransLib: A Library to Explore Transprecision Floating-Point Arithmetic on Multi-Core IoT End-Nodes

Auteurs: Mirsalari, Seyed Ahmad; Tagliavini, Giuseppe; Rossi, Davide; Benini, Luca
Publié dans: Design, Automation & Test in Europe Conference & Exhibition (DATE), 2023, ISBN 979-8-3503-9624-9
Éditeur: IEEE
DOI: 10.23919/date56975.2023.10136916

Precision Tuning the Rust Memory-Safe Programming Language

Auteurs: Magnani, Gabriele; Denisov, Lev; Cattaneo, Daniele; Agosta, Giovanni; Cherubin, Stefano
Publié dans: 5th Workshop on Parallel Programming and Run-Time Management Techniques for Many-Core Architectures and 13th Workshop on Design Tools and Architectures for Multicore Embedded Computing Platforms (PARMA-DITAM 2024)., 2024
Éditeur: Open Access Series in Informatics (OASIcs)
DOI: 10.4230/oasics.parma-ditam.2024.4

Raw GNSS Data Analysis for the LEDSOL Project - Preliminary Results and Way Ahead

Auteurs: Lohan, Elena Simona; Kodom, Tomkouani; Lebik, Hafida; Grenier, Antoine; Zhang, Xiaolong; Cramariuc, Oana; Mocanu, Irina; Bierwirth, Kathrin; Nurmi, Jari
Publié dans: WIPHAL 2023: Work-in-Progress in Hardware and Software for Location Computation, Numéro 10, 2023
Éditeur: CEUR WS
DOI: 10.5281/zenodo.15023959

Towards Benchmarking GNSS Algorithms on FPGA using SyDR

Auteurs: Grenier, Antoine; Damsgaard, Hans Jakob; Lei, Jie; Quintana-Orti, Enrique; Ometov, Aleksandr; Lohan, Elena Simona; Nurmi, Jari
Publié dans: International Conference on Localization and GNSS (ICL-GNSS), 2023, ISBN 979-8-3503-2308-5
Éditeur: IEEE
DOI: 10.1109/icl-gnss57829.2023.10148916

Beyond Static and Dynamic Quantization - Hybrid Quantization of Vision Transformers

Auteurs: Piotr Kluska, Florian Scheidegger, Cristiano I. Malossi, Enrique S. Quintana-Orti
Publié dans: 5th British Machine Vision Conference 2024, 2024
Éditeur: The British Machine Vision Association and Society for Pattern Recognition
DOI: 10.5281/zenodo.14616527

Optimizing Self-Organizing Maps for Bacterial Genome Identification on Parallel Ultra-Low-Power Platforms

Auteurs: Seyed Ahmad Mirsalari, Saba Yousefzadeh, Giuseppe Tagliavini, Dimitrios Stathis, Ahmed Hemani
Publié dans: 30th IEEE International Conference on Electronics, Circuits and Systems (ICECS), 2024, ISBN 979-8-3503-2649-9
Éditeur: IEEE
DOI: 10.1109/icecs58634.2023.10382758

RecogNoise: Machine-Learning-Based Recognition of Noisy Segments in Electrocardiogram Signals

Auteurs: Amin Aminifar, Soheil Khooyooz, Anice Jahanjoo, Salar Shakibhamedan, Nima TaheriNejad
Publié dans: 2024 IEEE International Symposium on Circuits and Systems (ISCAS), 2024, Page(s) 1-5
Éditeur: IEEE
DOI: 10.1109/iscas58744.2024.10558670

Mapping Parallel Matrix Multiplication in GotoBLAS2 to the AMD Versal ACAP for Deep Learning

Auteurs: Jie Lei, Enrique S. Quintana-Ortí
Publié dans: Proceedings of the 4th Workshop on Performance and Energy Efficiency in Concurrent and Distributed Systems, 2024, Page(s) 1-8
Éditeur: ACM
DOI: 10.1145/3659997.3660032

Approximate Fault-Tolerant Neural Network Systems

Auteurs: Marcello Traiola, Salvatore Pappalardo, Ali Piri, Annachiara Ruospo, Bastien Deveautour, Ernesto Sanchez, Alberto Bosio, Sepide Saeedi, Alessio Carpegna, Anıl Bayram Göğebakan, Enrico Magliano, Alessandro Savino
Publié dans: 2024 IEEE European Test Symposium (ETS), 2024, Page(s) 1-10
Éditeur: IEEE
DOI: 10.1109/ets61313.2024.10567290

Toward Matrix Multiplication for Deep Learning Inference on the Xilinx Versal

Auteurs: Lei, Jie; Flich, José; Quintana-Ort, Enrique S.
Publié dans: 31st Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP), 2023, ISBN 979-8-3503-3763-1
Éditeur: IEEE
DOI: 10.1109/pdp59025.2023.00043

Verification of Approximate Hardware Designs with ChiselVerify

Auteurs: Damsgaard, Hans Jakob; Ometov, Aleksandr; Nurmi, Jari
Publié dans: IEEE Nordic Circuits and Systems Conference (NorCAS), 2023, ISBN 979-8-3503-3757-0
Éditeur: IEEE
DOI: 10.1109/norcas58970.2023.10305474

Towards Coarse-Grained Reconfigurable Approximate Computing with CGRAgen

Auteurs: Damsgaard, Hans Jakob; Ometov, Aleksandr; Nurmi, Jari
Publié dans: 33rd International Conference on Field-Programmable Logic and Applications (FPL), Numéro 361-362, 2023, ISBN 979-8-3503-4151-5
Éditeur: IEEE
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DOI: 10.1109/icecs61496.2024.10848785

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DOI: 10.1007/978-3-031-40843-4_44

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