Open source deep learning platform dedicated to Embedded hardware and Europe

Project Information

NEUROKIT2E

Grant agreement ID: 101112268

DOI

10.3030/101112268

EC signature date 21 May 2023

Start date 1 June 2023

End date 31 May 2026

Funded under

• Digital, Industry and Space

Total cost

€ 19 423 471,66

EU contribution

€ 6 203 293,72

Coordinated by

COMMISSARIAT A L ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES
France

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Other (2)

NEUROKIT2E platform, release 1

First public release of the NEUROKIT2E platform

NEUROKIT2E platform, release 2

Second public release of the NEUROKIT2E platform

Documents, reports (1)

Initial Plan for Stakeholder Engagement, Dissemination and Exploitation of Results

Publications

Conference proceedings (21)

Reliable and Energy-efficient Diabetic Retinopathy Screening using Memristor-based Neural Networks

Author(s): Diware, S., Chilakala, K., Joshi, R. V., Hamdioui, S., & Bishnoi, R.
Published in: IEEE Access, 2024
Publisher: Journal : IEEE Access

An AI Architecture for Power MOS Rds-on-Driven Lifetime Estimation

Author(s): C. Pino, F. Rundo, C. Spampinato and S. Battiato
Published in: 2023 Smart Systems Integration Conference and Exhibition (SSI), Brugge, Belgium, 2023​, 2023
Publisher: 2023 Smart Systems Integration Conference and Exhibition (SSI), Brugge, Belgium, 2023​

Aidge: a new framework for DNN development, training and deployment on the Edge.

Author(s): Fabian Chersi, Olivier Bichler. Cyril Moineau, Maxence Naud, Laurent Soutier, Vincent Templier, Thibault Allenet, Inna Kucher, Vincent Lorrain
Published in: .., Issue .., 2023
Publisher: ...

Uncertainty Estimation in Multi-Agent Distributed Learning for AI-Enabled Edge Devices

Author(s): Gleb Radchenko, Victoria Fill
Published in: Proceedings of the 14th International Conference on Cloud Computing and Services Science CLOSER, 2024, ISBN 978-989-758-701-6
Publisher: .
DOI: 10.5220/0012728500003711

C3CIM: Constant Column Current Memristor-based Computation-in-Memory Micro-architecture

Author(s): Yashvardhan Biyani, Rajendra Bishnoi, Theofilos Spyrou and Said Hamdioui
Published in: 2025
Publisher: -

Adaptive Multi-Threshold Encoding for Energy-Efficient ECG Classification Architecture using Spiking Neural Network

Author(s): Sumit Diware, Yingzhou Dong, Mohammad Amin Yaldagard, Said Hamdioui and Rajendra Bishnoi
Published in: 2024
Publisher: -

Knowledge Distillation and Federated Learning for Data-Driven Monitoring of Electrical Vehicle Li-Battery

Author(s): Pieruigi Dell’Acqua, Maria Fazio, Lorenzo Carnevale, Massimo Villari
Published in: 2024 IEEE Symposium on Computers and Communications (ISCC), 2024
Publisher: IEEE
DOI: 10.1109/ISCC61673.2024.10733629

ESAM: Energy-efficient SNN Architecture using 3nm FinFET Multiport SRAM-based CIM with Online Learning

Author(s): Lucas Huijbregts, Liu Hsiao-Hsuan, Paul Detterer, Said Hamdioui, Amirreza Yousefzadeh, Rajendra Bishnoi
Published in: ACM Design Automation Conference (DAC),, 2024
Publisher: ACM Design Automation Conference (DAC),

Knowledge Distillation and Federated Learning for Data-Driven Monitoring of Electrical Vehicle Li-Battery

Author(s): P. Dell'Acqua, L. Carnevale, M. Fazio, M. Villari
Published in: IEEE DistInSys 2024 : The 4th IEEE International Workshop on Distributed Intelligent, Issue ., 2024
Publisher: .

Multi-Partner Project: A Deep Learning Platform Targeting Embedded Hardware for Edge-AI Applications (NEUROKIT2E)

Author(s): Rajendra Bishnoi, Mohammad Amin Yaldagard, Said Hamdioui, Kanishkan Vadivel, Manolis Sifalakis, Nicolas Daniel Rodriguez, Pedro Julian, Lothar Ratschbacher, Maen Mallah, Yogesh Ramesh Patil, Rashid Ali & Fabian Chersi
Published in: 2024
Publisher: -

Scaling NVMs in Event-Driven Architectures for Edge Inference

Author(s): Junren Chen, Kanishkan Vadivel, Dawit Abdi, Priya Venugopal, Refik Bilgic, Giacomo Indiveri, Fernando Garcia Redondo, Dwaipayan Biswas
Published in: 2024 IEEE Asia Pacific Conference on Circuits and Systems (APCCAS), 2025
Publisher: IEEE
DOI: 10.1109/APCCAS62602.2024.10808989

Neuromorphic IoT Architecture for Efficient Water Management

Author(s): Mugdim Bublin, Heimo Hirner, Antoine-Martin Lanners, Radu Grosu
Published in: 2025
Publisher: -

TRIP: Trainable Region-of-Interest Prediction for Hardware-Efficient Neuromorphic Processing on Event-Based Vision

Author(s): Cina Arjmand, Yingfu Xu, Kevin Shidqi, Alexandra F. Dobrita, Kanishkan Vadivel, Paul Detterer, Manolis Sifalakis, Amirreza Yousefzadeh, Guangzhi Tang
Published in: 2024 International Conference on Neuromorphic Systems (ICONS), 2024
Publisher: IEEE
DOI: 10.1109/ICONS62911.2024.00022

Energy-efficient Computation-In-Memory Architecture using Emerging Technologies

Author(s): Bishnoi, R., Diware, S., Gebregiorgis, A., Thomann, S., Mannaa, S., Deveautour, B., ... & Hamdioui, S
Published in: IEEE International Conference on Microelectronics (ICM), Special session, 2023
Publisher: IEEE International Conference on Microelectronics (ICM), Special session

Optimizing event-based neural networks on digital neuromorphic architecture: a comprehensive design space exploration

Author(s): Guangzhi Tang
Published in: Frontiers in Neuroscience, 2024
Publisher: Frontiers in Neuroscience

Influence of Spike Encoding, Neuron Models and Quantization on SNN Performance

Author(s): Windhager D., Moser B.A., Lunglmayr M.
Published in: Eurocast 2024 Conference, 2024
Publisher: Eurocast 2024 Conference

EDGEmergency: A Cloud-Edge Platform to Enable Pervasive Computing for Disaster Management

Author(s): M. Colosi, M. Garofalo, L. Carnevale, R. Marino, M. Fazio, M. Villari
Published in: EEE/ACM 10th International Conference on Big Data Computing, Applications and Technologies, Issue ...., 2024
Publisher: ....
DOI: 10.1145/3632366.3632372

Dynamic Detection and Mitigation of Read-disturb for Accurate Memristor-based Neural Networks

Author(s): Diware, S., M.A. Yaldagard, Gebregiorgis, A., Joshi, R. V., Hamdioui, S., & Bishnoi, R
Published in: IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2024
Publisher: IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS)

SNN Architecture for Differential Time Encoding Using Decoupled Processing Time

Author(s): Windhager D., Moser B.A., Lunglmayr M.
Published in: AICAS2024 Conference, 2024
Publisher: ...................

POSTER: Continuous optimization and benchmarking of ai models on microcontrollers: a TinyMLOps framework for real-world applications

Author(s): Mattia Antonini, Massimo Vecchio, Fabio Antonelli
Published in: 2025
Publisher: -

Uncertainty Estimation in Multi-Agent Distributed Learning for AI-Enabled Edge Devices

Author(s): Gleb Radchenko, Victoria Fill
Published in: Proceedings of the 14th International Conference on Cloud Computing and Services Science, 2024
Publisher: SCITEPRESS - Science and Technology Publications
DOI: 10.5220/0012728500003711

Other (5)

Autonome Züge könnten Nebenbahnen retten

Author(s): Heimo Hirner, Stefan Thaler
Published in: 2025
Publisher: -

A scalable and flexible interconnect-based dataflow architecture for Edge-AI inference.

Author(s): Krichene H. et al.
Published in: In Proceedings of the European Conference on EDGE AI Technologies and Applications (EEAI23), 2024
Publisher: .

Uncertainty Estimation in Multi-Agent Distributed Learning for AI-Enabled Edge Devices

Author(s): Radchenko G., Fill V.
Published in: Proceedings of the 14th International Conference on Cloud Computing and Services Science, 2024
Publisher: .........

A dataflow architecture with distributed control for DNN acceleration

Author(s): Krichene H. et al.
Published in: In Proceedings of the 13th Mediterranean Conference on Embedded Computing (MECO24), Issue ....., 2024
Publisher: .....

Bridging the Gap Between Models in RL: Test Models vs. Neural Networks

Author(s): Lorber F., Tappler M.
Published in: ICSTW (2024), 2024
Publisher: .................

Book chapters (1)

Edge Intelligence Architecture for Distributed and Federated Learning Systems

Author(s): Pieruigi Dell’Acqua; Lorenzo Carnevale; Massimo Villari
Published in: 2024
Publisher: -

Peer reviewed articles (1)

EON-1: A Brain-Inspired Processor for Near-Sensor Extreme Edge Online Feature Extraction

Author(s): Alexandra Dobrita, Amirreza Yousefzadeh, Simon Thorpe, Kanishkan Vadivel, Paul Detterer, Guangzhi Tang, Gert-Jan van Schaik, Mario Konijnenburg, Anteneh Gebregiorgis, Said Hamdioui, Manolis Sifalakis
Published in: IEEE Transactions on Circuits and Systems for Artificial Intelligence, Issue 1, 2024, ISSN 2996-6647
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TCASAI.2024.3491673