Search Results for author: Martin Gonzalez

Found 3 papers, 0 papers with code

Software-defined Optoacoustic Tomography

no code implementations4 May 2023 Roberto Insabella, Martin Gonzalez, Lucas Riobo, Klaus Hass, Francisco Veiras

In this work we present the first application of software-defined optoelectronics (SDO) for bidimensional optoacoustic tomography (OAT).

Noisy Learning for Neural ODEs Acts as a Robustness Locus Widening

no code implementations16 Jun 2022 Martin Gonzalez, Hatem Hajri, Loic Cantat, Mihaly Petreczky

We investigate the problems and challenges of evaluating the robustness of Differential Equation-based (DE) networks against synthetic distribution shifts.

Data Augmentation

Realization Theory Of Recurrent Neural ODEs Using Polynomial System Embeddings

no code implementations24 May 2022 Martin Gonzalez, Thibault Defourneau, Hatem Hajri, Mihaly Petreczky

In this paper we show that neural ODE analogs of recurrent (ODE-RNN) and Long Short-Term Memory (ODE-LSTM) networks can be algorithmically embeddeded into the class of polynomial systems.

Cannot find the paper you are looking for? You can Submit a new open access paper.