Search Results for author: Nathan Leroux

Found 3 papers, 1 papers with code

Online Transformers with Spiking Neurons for Fast Prosthetic Hand Control

1 code implementation21 Mar 2023 Nathan Leroux, Jan Finkbeiner, Emre Neftci

However, the self-attention mechanism often used in Transformers requires large time windows for each computation step and thus makes them less suitable for online signal processing compared to Recurrent Neural Networks (RNNs).

Position regression

Classification of multi-frequency RF signals by extreme learning, using magnetic tunnel junctions as neurons and synapses

no code implementations2 Nov 2022 Nathan Leroux, Danijela Marković, Dédalo Sanz-Hernández, Juan Trastoy, Paolo Bortolotti, Alejandro Schulman, Luana Benetti, Alex Jenkins, Ricardo Ferreira, Julie Grollier, Alice Mizrahi

Extracting information from radiofrequency (RF) signals using artificial neural networks at low energy cost is a critical need for a wide range of applications from radars to health.

Tuning the performance of a micrometer-sized Stirling engine through reservoir engineering

no code implementations21 Jan 2021 Niloyendu Roy, Nathan Leroux, A K Sood, Rajesh Ganapathy

Colloidal heat engines are paradigmatic models to understand the conversion of heat into work in a noisy environment - a domain where biological and synthetic nano/micro machines function.

Statistical Mechanics Mesoscale and Nanoscale Physics Soft Condensed Matter

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