Timoleon Moraitis

According to our database, Timoleon Moraitis authored at least 15 papers between 2017 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Single Neuromorphic Memristor closely Emulates Multiple Synaptic Mechanisms for Energy Efficient Neural Networks.

Christoph Weilenmann, Alexandros Nikolaos Ziogas, Till Zellweger, Kevin Portner, Marko Mladenovic, Manasa Kaniselvan, Timoleon Moraitis, Mathieu Luisier, Alexandros Emboras

CoRR, 2024

2023

Hebbian Deep Learning Without Feedback.

Adrien Journé, Hector Garcia Rodriguez, Qinghai Guo, Timoleon Moraitis

Proceedings of the Eleventh International Conference on Learning Representations, 2023

2022

SoftHebb: Bayesian inference in unsupervised Hebbian soft winner-take-all networks.

Timoleon Moraitis, Dmitry Toichkin, Adrien Journé, Yansong Chua, Qinghai Guo

Neuromorph. Comput. Eng., December, 2022

Self-Supervised Learning Through Efference Copies.

Franz Scherr, Qinghai Guo, Timoleon Moraitis

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Short-Term Plasticity Neurons Learning to Learn and Forget.

Hector Garcia Rodriguez, Qinghai Guo, Timoleon Moraitis

Proceedings of the International Conference on Machine Learning, 2022

Spike-inspired rank coding for fast and accurate recurrent neural networks.

Alan Jeffares, Qinghai Guo, Pontus Stenetorp, Timoleon Moraitis

Proceedings of the Tenth International Conference on Learning Representations, 2022

2021

SoftHebb: Bayesian inference in unsupervised Hebbian soft winner-take-all networks.

Timoleon Moraitis, Dmitry Toichkin, Yansong Chua, Qinghai Guo

CoRR, 2021

Chalcogenide optomemristors for multi-factor neuromorphic computation.

Syed Ghazi Sarwat, Timoleon Moraitis, C. David Wright, Harish Bhaskaran

CoRR, 2021

2020

Short-term synaptic plasticity optimally models continuous environments.

Timoleon Moraitis, Abu Sebastian, Evangelos Eleftheriou

CoRR, 2020

File Classification Based on Spiking Neural Networks.

Ana Stanojevic, Giovanni Cherubini, Timoleon Moraitis, Abu Sebastian

Proceedings of the IEEE International Symposium on Circuits and Systems, 2020

2018

Spiking Neural Networks Enable Two-Dimensional Neurons and Unsupervised Multi-Timescale Learning.

Timoleon Moraitis, Abu Sebastian, Evangelos Eleftheriou

Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

2017

Neuromorphic computing with multi-memristive synapses.

Irem Boybat, Manuel Le Gallo, S. R. Nandakumar, Timoleon Moraitis, Thomas P. Parnell, Tomas Tuma, Bipin Rajendran, Yusuf Leblebici, Abu Sebastian, Evangelos Eleftheriou

CoRR, 2017

An efficient synaptic architecture for artificial neural networks.

Irem Boybat, Manuel Le Gallo, S. R. Nandakumar, Timoleon Moraitis, Tomas Tuma, Bipin Rajendran, Yusuf Leblebici, Abu Sebastian, Evangelos Eleftheriou

Proceedings of the 17th Non-Volatile Memory Technology Symposium, 2017

Fatiguing STDP: Learning from spike-timing codes in the presence of rate codes.

Timoleon Moraitis, Abu Sebastian, Irem Boybat, Manuel Le Gallo, Tomas Tuma, Evangelos Eleftheriou

Proceedings of the 2017 International Joint Conference on Neural Networks, 2017

On-chip unsupervised learning in winner-take-all networks of spiking neurons.

Raphaela Kreiser, Timoleon Moraitis, Yulia Sandamirskaya, Giacomo Indiveri

Proceedings of the IEEE Biomedical Circuits and Systems Conference, 2017