Approximate Computing for Power and Energy Optimisation

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

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.

Publicaciones

Exploiting Approximation for Run-time Resource Management of Embedded HMPs

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

A Survey on Low-Power GNSS

Autores: Grenier, Antoine; Lohan, Elena Simona; Ometov, Aleksandr; Nurmi, Jari
Publicado en: IEEE Communications Surveys & Tutorials, Edición Volume: 25, Edición: 3, thirdquarter 2023, 2023, ISSN 1553-877X
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/comst.2023.3265841

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

Autores: Saeed Seyedfaraji, Salar Shakibhamedan, Amire Seyedfaraji, Baset Mesgari, Nima Taherinejad, Axel Jantsch, Semeen Rehman
Publicado en: IEEE Journal on Exploratory Solid-State Computational Devices and Circuits, Edición 10, 2025, Página(s) 178-186, ISSN 2329-9231
Editor: IEEE
DOI: 10.1109/jxcdc.2024.3518633

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

Autores: Majed Imad, Antoine Grenier, Xiaolong Zhang, Jari Nurmi, Elena Lohan
Publicado en: Computers, Edición 13, 2025, Página(s) 4, ISSN 2073-431X
Editor: MDPI
DOI: 10.3390/computers13010004

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

Autores: Dewant Katare, Sam Leroux, Marijn Janssen, Aaron Yi Ding
Publicado en: Computing, Edición 107, 2025, ISSN 0010-485X
Editor: Springer Verlag
DOI: 10.1007/s00607-025-01427-w

Parallel Accurate Minifloat MACCs for Neural Network Inference on Versal FPGAs

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

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

Autores: 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
Publicado en: Journal of Systems Architecture, Edición Volume 150, May 2024, 103114, 2024, ISSN 1383-7621
Editor: Elsevier BV
DOI: 10.1016/j.sysarc.2024.103114

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

Autores: Tiago Troccoli; Juho Pirskanen; Jari Nurmi; Aleksandr Ometov; Jorge Morte; Elena Simona Lohan; Ville Kaseva
Publicado en: Sensors, 2023, Página(s) 3356, ISSN 1424-8220
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s23063356

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

Autores: Damsgaard, Hans Jakob; Ometov, Aleksandr; Mowla, Md Munjure; Flizikowski, Adam; Nurmi, Jari
Publicado en: Computer Networks, Edición Volume 233, September 2023, 109872, 2023, ISSN 1389-1286
Editor: Elsevier BV
DOI: 10.1016/j.comnet.2023.109872

The Impact of Profiling Versus Static Analysis in Precision Tuning

Autores: Lev Denisov, Gabriele Magnani, Daniele Cattaneo, Giovanni Agosta, Stefano Cherubin
Publicado en: IEEE Access, Edición 12, 2024, Página(s) 69475-69487, ISSN 2169-3536
Editor: 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

Autores: Dewant Katare, Eduard Marin, Nicolas Kourtellis, Marijn Janssen, Aaron Yi Ding
Publicado en: IEEE Internet Computing, Edición 28, 2025, Página(s) 17-27, ISSN 1089-7801
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mic.2024.3514670

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

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

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

Autores: Lev Denisov, Andrea Galimberti, Daniele Cattaneo, Giovanni Agosta, Davide Zoni
Publicado en: Journal of Systems Architecture, Edición 155, 2024, Página(s) 103257, ISSN 1383-7621
Editor: Elsevier BV
DOI: 10.1016/j.sysarc.2024.103257

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

Autores: Charalampos Eleftheriadis, Georgios Chatzitsompanis, Georgios Karakonstantis
Publicado en: IEEE Transactions on Very Large Scale Integration (VLSI) Systems, Edición 32, 2024, Página(s) 219-230, ISSN 1063-8210
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tvlsi.2023.3308607

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

Autores: Antoine Grenier; Jie Lei; Hans Jakob Damsgaard; Enrique S. Quintana-Ortí; Aleksandr Ometov; Elena Simona Lohan; Jari Nurmi
Publicado en: Sensors, Vol 24, Iss 2, p 409, Edición 5, 2024, ISSN 1424-8220
Editor: 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

Autores: Grenier, Antoine; Lohan, Elena Simona; Ometov, Aleksandr; Nurmi, Jari
Publicado en: Electronics, Edición 16, 2023, ISSN 2079-9292
Editor: MDPI
DOI: 10.3390/electronics12234781

High-Efficiency Compressor Trees for Latest AMD FPGAs

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

Adaptive Approximate Computing with CGRAgen

Autores: Hans Jakob Damsgaard, Aleksandr Ometov, Jari Nurmi
Publicado en: IEEE Design & Test, 2025, Página(s) 1-1, ISSN 2168-2356
Editor: IEEE Computer Society
DOI: 10.1109/mdat.2025.3552657

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

Autores: Salar Shakibhamedan, Nima Amirafshar, Ahmad Sedigh Baroughi, Hadi Shahriar Shahhoseini, Nima TaheriNejad
Publicado en: IEEE Transactions on Circuits and Systems I: Regular Papers, Edición 71, 2024, Página(s) 2280-2293, ISSN 1549-8328
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tcsi.2024.3369230

Approximation Opportunities in Edge Computing Hardware: A Systematic Literature Review

Autores: Damsgaard, Hans Jakob; Ometov, Aleksandr; Nurmi, Jari
Publicado en: ACM Computing Surveys, 2022, ISSN 0360-0300
Editor: Association for Computing Machinary, Inc.
DOI: 10.1145/3572772

A Survey on Design Space Exploration Approaches for Approximate Computing Systems

Autores: Sepide Saeedi, Ali Piri, Bastien Deveautour, Ian O’Connor, Alberto Bosio, Alessandro Savino, Stefano Di Carlo
Publicado en: Electronics, Edición 13, 2024, Página(s) 4442, ISSN 2079-9292
Editor: MDPI
DOI: 10.3390/electronics13224442

Efficient Embedded Fixed-Point Direction of Arrival Method

Autores: Tiago Troccoli, Juho Pirskanen, Jorge Morte, Aleksandr Ometov, Elena Simona Lohan, Ville Kaseva, Jari Nurmi
Publicado en: IEEE Sensors Journal, Edición 24, 2024, Página(s) 8563-8584, ISSN 1530-437X
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jsen.2024.3361658

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

Autores: Dario Padovano, Alessio Carpegna, Alessandro Savino, Stefano Di Carlo
Publicado en: Electronics, Edición 13, 2025, Página(s) 1744, ISSN 2079-9292
Editor: MDPI AG
DOI: 10.3390/electronics13091744

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

Autores: Tiago Troccoli, Hans Jakob Damsgaard, Juho Pirskanen, Elena Simona Lohan, Aleksandr Ometov, Jorge Morte, Jari Nurmi, Ville Kaseva
Publicado en: IEEE Internet of Things Journal, Edición 12, 2025, Página(s) 2690-2712, ISSN 2327-4662
Editor: 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

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

Energy-Aware Vision Model Partitioning for Edge AI

Autores: Dewant Katare, Mengying Zhou, Yang Chen, Marijn Janssen, Aaron Yi Ding
Publicado en: Proceedings of the 40th ACM/SIGAPP Symposium on Applied Computing, 2025, Página(s) 671-678, ISBN 9798400706295
Editor: ACM
DOI: 10.1145/3672608.3707792

Poster: Energy-Aware Partitioning for Edge AI

Autores: Dewant Katare, Mengying Zhou, Yang Chen, Marijn Janssen, Aaron Yi Ding
Publicado en: 2024 IEEE/ACM Symposium on Edge Computing (SEC), 2025, Página(s) 526-527
Editor: IEEE
DOI: 10.1109/sec62691.2024.00067

Design Space Exploration of Approximate Computing Techniques

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

Input-aware accuracy characterization for approximate circuits

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

Energy-Aware Adaptive Framework for CAV

Autores: Dewant Katare, Marijn Janssen, Aaron Yi Ding
Publicado en: 2025 IEEE 15th Annual Computing and Communication Workshop and Conference (CCWC), 2025, Página(s) 626-632
Editor: IEEE
DOI: 10.1109/ccwc62904.2025.10903937

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

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

Lifetime Estimation for Core-Failure Resilient Multi-Core Processors

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

Profiling vs Static Analysis: The Impact on Precision Tuning

Autores: Lev Denisov, Gabriele Magnani, Daniele Cattaneo, Giovanni Agosta, Stefano Cherubin
Publicado en: Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing, 2024, Página(s) 446-448
Editor: ACM
DOI: 10.1145/3605098.3636080

Energy-aware Adaptive Approximate Computing for Deep Learning Applications

Autores: Nima TaheriNejad; Salar Shakibhamedan
Publicado en: IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2022
Editor: IEEE
DOI: 10.1109/ISVLSI54635.2022.00072

Energy-efficient Edge Approximation for Connected Vehicular Services

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

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

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

Exploration of Custom Floating-Point Formats: A Systematic Approach

Autores: Saba Yousefzadeh, Yu Yang, Astile Peter, Dimitrios Stathis, Ahmed Hemani
Publicado en: 2024 27th Euromicro Conference on Digital System Design (DSD), 2024, Página(s) 266-273
Editor: IEEE
DOI: 10.1109/dsd64264.2024.00043

ePredictNet: Low Cost Error Prediction Neural Network

Autores: Georgios Chatzitsompanis, Georgios Karakonstantis
Publicado en: Proceedings of the 29th ACM/IEEE International Symposium on Low Power Electronics and Design, 2025, Página(s) 1-6
Editor: ACM
DOI: 10.1145/3665314.3670836

Implementation of Embedded Multiple Signal Classification Algorithm for Mesh IoT Networks

Autores: Tiago Troccoli, Juho Pirskanen, Aleksandr Ometov, Jari Nurmi, Ville Kaseva
Publicado en: International Conference on Localization and GNSS, 2022
Editor: IEEE
DOI: 10.1109/icl-gnss54081.2022.9797023

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

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

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

Autores: Saeed Seyedfaraji, Severin Jager, Salar Shakibhamedan, Asad Aftab, Semeen Rehman
Publicado en: Proceedings of the 61st ACM/IEEE Design Automation Conference, 2024, Página(s) 1-6
Editor: ACM
DOI: 10.1145/3649329.3661852

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

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

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

Autores: Antoine Grenier, Elena Simona Lohan, Aleksandr Ometov, Jari Nurmi
Publicado en: 2024 11th Workshop on Satellite Navigation Technology (NAVITEC), 2025, Página(s) 1-5
Editor: IEEE
DOI: 10.1109/navitec63575.2024.10843421

Hardware Generators with Chisel

Autores: Martin Schoeberl, Hans Jakob Damsgaard, Luca Pezzarossa, Oliver Keszocze, Erling Rennemo Jellum
Publicado en: 2024 27th Euromicro Conference on Digital System Design (DSD), 2024, Página(s) 168-175
Editor: IEEE
DOI: 10.1109/dsd64264.2024.00031

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

Autores: Sepide Saeedi, Alessio Carpegna, Alessandro Savino, Stefano Di Carlo
Publicado en: 2024 IEEE International Conference on Design, Test and Technology of Integrated Systems (DTTIS), 2024, Página(s) 1-6
Editor: IEEE
DOI: 10.1109/dttis62212.2024.10780090

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

Autores: Gabriele Magnani, Daniele Cattaneo, Lev Denisov, Giuseppe Tagliavini, Giovanni Agosta, Stefano Cherubin
Publicado en: Proceedings of the 21st ACM International Conference on Computing Frontiers, 2024, Página(s) 258-266
Editor: ACM
DOI: 10.1145/3649153.3649203

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

Autores: Zain Taufique, Aman Vyas, Antonio Miele, Pasi Liljeberg, Anil Kanduri
Publicado en: 2024 IEEE 42nd International Conference on Computer Design (ICCD), 2025, Página(s) 300-307
Editor: IEEE
DOI: 10.1109/iccd63220.2024.00053

Harnessing Approximate Computing for Machine Learning

Autores: Salar Shakibhamedan, Amin Aminifar, Luke Vassallo, Nima TaheriNejad
Publicado en: 2024 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2024, Página(s) 585-591
Editor: IEEE
DOI: 10.1109/isvlsi61997.2024.00110

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

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

Spiking Neural Network Data Reduction via Interval Arithmetic

Autores: saeedi, sepide; Carpegna, Alessio; Savino, Alessandro; Di Carlo, Stefano
Publicado en: Silicon Errors in Logic – System Effects (SELSE) Workshop, 2022
Editor: IEEE
DOI: 10.5281/zenodo.6581443

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

Autores: Zain Taufique, Antonio Miele, Pasi Liljeberg, Anil Kanduri
Publicado en: 2024 29th Asia and South Pacific Design Automation Conference (ASP-DAC), 2024, Página(s) 109-114
Editor: IEEE
DOI: 10.1109/asp-dac58780.2024.10473987

Generating CGRA Processing Element Hardware with CGRAgen

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

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

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

Precision Tuning in Parallel Applications

Autores: Magnani, Gabriele; Denisov, Lev; Cattaneo, Daniele; Agosta, Giovanni
Publicado en: 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
Editor: DROPS
DOI: 10.4230/oasics.parma-ditam.2024.4

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

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

Precision Tuning the Rust Memory-Safe Programming Language

Autores: Magnani, Gabriele; Denisov, Lev; Cattaneo, Daniele; Agosta, Giovanni; Cherubin, Stefano
Publicado en: 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
Editor: 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

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

Towards Benchmarking GNSS Algorithms on FPGA using SyDR

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

Beyond Static and Dynamic Quantization - Hybrid Quantization of Vision Transformers

Autores: Piotr Kluska, Florian Scheidegger, Cristiano I. Malossi, Enrique S. Quintana-Orti
Publicado en: 5th British Machine Vision Conference 2024, 2024
Editor: 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

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

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

Autores: Amin Aminifar, Soheil Khooyooz, Anice Jahanjoo, Salar Shakibhamedan, Nima TaheriNejad
Publicado en: 2024 IEEE International Symposium on Circuits and Systems (ISCAS), 2024, Página(s) 1-5
Editor: IEEE
DOI: 10.1109/iscas58744.2024.10558670

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

Autores: Jie Lei, Enrique S. Quintana-Ortí
Publicado en: Proceedings of the 4th Workshop on Performance and Energy Efficiency in Concurrent and Distributed Systems, 2024, Página(s) 1-8
Editor: ACM
DOI: 10.1145/3659997.3660032

Approximate Fault-Tolerant Neural Network Systems

Autores: 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
Publicado en: 2024 IEEE European Test Symposium (ETS), 2024, Página(s) 1-10
Editor: IEEE
DOI: 10.1109/ets61313.2024.10567290

Toward Matrix Multiplication for Deep Learning Inference on the Xilinx Versal

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

Verification of Approximate Hardware Designs with ChiselVerify

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

Towards Coarse-Grained Reconfigurable Approximate Computing with CGRAgen

Autores: Damsgaard, Hans Jakob; Ometov, Aleksandr; Nurmi, Jari
Publicado en: 33rd International Conference on Field-Programmable Logic and Applications (FPL), Edición 361-362, 2023, ISBN 979-8-3503-4151-5
Editor: IEEE
DOI: 10.1109/fpl60245.2023.00067

QAttn: Efficient GPU Kernels for mixed-precision Vision Transformers

Autores: Piotr Kluska, Adrián Castelló, Florian Scheidegger, A. Cristiano I. Malossi, Enrique S. Quintana-Ortí
Publicado en: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2024, Página(s) 3648-3657
Editor: IEEE
DOI: 10.1109/cvprw63382.2024.00368

Fast Real-World Implementation of a Direction of Arrival Method for Constrained Embedded IoT Devices

Autores: Tiago Troccoli; Juho Pirskanen; Aleksandr Ometov; Jari Nurmi; Ville Kaseva
Publicado en: 12th International Conference on the Internet of Things (IoT '22), 2023, ISBN 9781450396653
Editor: ACM
DOI: 10.1145/3567445.3567446

Reliable and Efficient hardware for Trustworthy Deep Neural Networks

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Editor: IEEE
DOI: 10.1109/dttis62212.2024.10780183

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Editor: IEEE
DOI: 10.23919/date56975.2023.10137092

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Editor: IEEE
DOI: 10.1109/aqtr55203.2022.9801944

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DOI: 10.1109/icecs61496.2024.10848785

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Editor: Springer Verlag
DOI: 10.1007/978-3-031-46077-7_33

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

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AN INDOOR LOCALIZATION SOLUTION FOR WIRELESS COMMUNICATION NETWORKS

Número de solicitud/publicación: 23 207464
Fecha: 2023-11-02
Solicitante(s): WIREPAS OY

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