STP | Timoleon Moraitis

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Dr TIMOLEON MORAITIS

Neuroscience, Artificial Intelligence, Neuromorphic Engineering

Deep Learning Accelerators, Edge AI, Tiny-ML

Neuro-AI, State-Of-The-Art AI, Bio-inspired Neural Networks

timosmoraitis@gmail.com

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Short-term plasticity

01

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

Weilenmann, C., Ziogas, A., Zellweger, T., Portner, K., Mladenović, M., Kaniselvan, M., Moraitis, T., Luisier, M. and Emboras, A., 2024. Single Neuromorphic Memristor closely Emulates Multiple Synaptic Mechanisms for Energy Efficient Neural Networks. arXiv preprint arXiv:2402.16628.

03

Optimality of short-term synaptic plasticity in modelling certain dynamic environments

Moraitis, T., Sebastian, A., & Eleftheriou, E. (2020). arXiv preprint arXiv:2009.06808.

05

Spiking neural networks enable two-dimensional neurons and unsupervised multi-timescale learning.

Moraitis, T., Sebastian, A., & Eleftheriou, E. (2018, July). In 2018 International Joint Conference on Neural Networks (IJCNN) (pp. 1-8). IEEE.

02

Short-Term Plasticity Neurons Learning to Learn and Forget

Rodriguez, Hector Garcia, Qinghai Guo, and Timoleon Moraitis. International Conference on Machine Learning. PMLR, 2022. ICML 2022

04

The Role of Short-Term Plasticity in Neuromorphic Learning: Learning from the Timing of Rate-Varying Events with Fatiguing Spike-Timing-Dependent Plasticity

Moraitis, T., Sebastian, A., & Eleftheriou, E. (2018). IEEE Nanotechnology Magazine, 12(3), 45-53.

06

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

Moraitis, T., Sebastian, A., Boybat, I., Le Gallo, M., Tuma, T., & Eleftheriou, E. (2017, May). In 2017 International Joint Conference on Neural Networks (IJCNN) (pp. 1823-1830). IEEE.

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