Publications
Preprints
M. Yedutenko, F. Paredes-Valles, L. Khacef, G. C.H.E. De Croon (2024). "TDE-3: An improved prior for optical flow computation in spiking neural networks". Preprint.
J. Yik et al. (2023). "NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems". Preprint.
Journal papers
F. M. Quintana, F. Perez-Peña, P. L. Galindo, E. O. Neftci, E. Chicca, L. Khacef (2024). "ETLP: Event-based Three-factor Local Plasticity for online learning with neuromorphic hardware". IOP Neuromorphic Computing and Engineering, ISSN: 2634-4386.
L. Khacef, P. Klein, M. Cartiglia, A. Rubino, G. Indiveri, and E. Chicca (2023). "Spike-based local synaptic plasticity: A survey of computational models and neuromorphic circuits". IOP Neuromorphic Computing and Engineering, ISSN: 2634-4386.
M. S. Bouanane, D. Cherifi, E. Chicca, and L. Khacef (2023). "Impact of spiking neurons leakages and network recurrences on event-based spatio-temporal pattern recognition". In: Frontiers in Neuroscience - Neuromorphic Engineering, ISSN: 1662-453X.
S. F. Muller-Cleve, V. Fra, L. Khacef, A. Pequeno-Zurro, D. Klepatsch, E. Forno, D. G. Ivanovich, S. Rastogi, G. Urgese, F. Zenke, and C. Bartolozzi (2022). "Braille letter reading: A benchmark for spatio-temporal pattern recognition on neuromorphic hardware". In: Frontiers in Neuroscience - Neuromorphic Engineering, ISSN: 1662-453X.
A. R. Muliukov, L. Rodriguez, B. Miramond, L. Khacef, J. Schmidt, Q. Berthet, and A. Upegui (2022). "A unified software/hardware scalable architecture for brain-inspired computing based on self-organizing neural models". In: Frontiers in Neuroscience - Neuromorphic Engineering, ISSN: 1662-453X, P. 1-20.
L. Khacef, L. Rodriguez, and B. Miramond (2020). “Brain-inspired self-organization with cellular neuromorphic computing for multimodal unsupervised learning”. In: Electronics, ISSN: 2079-9292, P. 1-32.
E. Ceolini, C. Frenkel, S. B. Shrestha, G. Taverni, L. Khacef, M. Payvand, and E. Donati (2020). “Hand-gesture recognition based on EMG and event-based camera sensor fusion: A benchmark in neuromorphic computing”. In: Frontiers in Neuroscience - Neuromorphic Engineering, ISSN: 1662-453X, P. 1-15.
Magazine papers
L. Khacef, L. Rodriguez, and B. Miramond (2021). “Reentrant self-organizing map: Toward brain-inspired multimodal association”. In: ERCIM News - Brain-Inspired Computing.
Conference papers
C. Caccavella, F. Paredes-Vallés, M. Cannici, L. Khacef (2024). "Low-power event-based face detection with asynchronous neuromorphic hardware". In: International Joint Conference on Neural Networks (IJCNN).
M. Nilsson, T. J. Pina, L. Khacef, F. Liwicki, E. Chicca, F. Sandin (2023). "A comparison of temporal encoders for neuromorphic keyword spotting with few neurons". In: International Joint Conference on Neural Networks (IJCNN).
L. Khacef, L. Rodriguez, and B. Miramond (2020). “Improving self-organizing maps with unsupervised feature extraction”. In: International Conference on Neural Information Processing (ICONIP), ISBN: 978-3-030-63833-7, P. 474-486.
L. Khacef, V. Gripon, and B. Miramond (2020). “GPU-based self-organizing maps for post-labeled few-shot unsupervised learning”. In: International Conference on Neural Information Processing (ICONIP), ISBN: 978-3-030-63833-7, P. 404-416.
J. Roqui, L. Santamaria, L. Khacef, A. Pegatoquet, and L. Lizzi (2020). “Estimation of small antenna performance using a machine learning approach”. In: IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting, ISBN: 978-1-7281-6670-4, P. 581-582.
L. Khacef, B. Miramond, D. Barrientos, and A. Upegui (2019). “Self-organizing neurons: Toward brain-inspired unsupervised learning”. In: International Joint Conference on Neural Networks (IJCNN), ISBN: 978-1-7281-1985-4, P. 1-9.
M. Rasamuel, L. Khacef, L. Rodriguez, and B. Miramond (2019). “Specialized visual sensor coupled to a dynamic neural field for embedded attentional process”. In: IEEE Sensors Applications Symposium (SAS), ISBN: 978-1-5386-7713-1, P. 1-6.
E. Ceolini, G. Taverni, L. Khacef, M. Payvand, and E. Donati (2019). “Sensor fusion using EMG and vision for hand gesture classification in mobile applications”. In: IEEE Biomedical Circuits and Systems Conference (BioCAS), ISBN: 978-1-5090-0617-5, P. 1-4.
E. Ceolini, G. Taverni, L. Khacef, M. Payvand, and E. Donati (2019). “Live demostration: Sensor fusion using EMG and vision for hand gesture classification in mobile applications”. In: IEEE Biomedical Circuits and Systems Conference (BioCAS), ISBN: 978-1-5090-0617-5, P. 1-1.
L. Khacef, N. Abderrahmane, and B. Miramond (2018). “Confronting machine-learning with neuroscience for neuromorphic architectures design”. In: International Joint Conference on Neural Networks (IJCNN), ISBN: 978-1-5090-6014-6, P. 1-8.
L. Khacef, B. Girau, N. Rougier, A. Upegui, and B. Miramond (2018). “Neuromorphic hardware as a self-organizing computing system”. In: IJCNN Neuromorphic Hardware In Practice and Use (NHPU) Workshop, ISBN: 978-1-5090-6014-6, P. 1-3.
L. Rodriguez, L. Khacef, and B. Miramond (2018). “A distributed cellular approach of large scale SOM models for hardware implementation”. In: IEEE International Conference on Image Processing, Applications and Systems (IPAS), ISBN: 978-1-7281-0247-4, P. 250-255.
Patents
A. Vitale, L. Khacef (2023). "Neuromorphic coding for in-pixel data rate modulation of SPAD sensors". In: International Patents (Ongoing - EP23216306.3).
L. Khacef, L. Rodriguez, and B. Miramond (2020). “Method and system for multimodal classification based on brain-inspired unsupervised learning”. In: International Patents (Ongoing - PCT/EP2021/055169).
L. Rodriguez, L. Khacef, and B. Miramond (2019). “Distributed cellular computing system and method for neural-based self-organizing maps”. In: International Patents (Ongoing - PCT/EP2019/084724).
PhD thesis manuscript
L. Khacef (2020), "Exploration of brain-inspired computing with self-organizing neuromorphic architectures". In: Université Côte d'Azur. PhD jury: F. Precioso, P. F. Dominey, D. Querlioz, Y. Sandamirskaya, G. Indiveri, L. Rodriguez, B. Miramond and E. Chicca.