49 citations · 65 across the 7 of their papers we have counts for
8 papers
Kartezio: Evolutionary Design of Explainable Pipelines for Biomedical Image Analysis
Kévin Cortacero, Brienne McKenzie, Sabina Müller +14
An unresolved issue in contemporary biomedicine is the overwhelming number and diversity of complex images that require annotation, analysis and interpretation. Recent advances in…
When, where, and how to add new neurons to ANNs
Kaitlin Maile, Emmanuel Rachelson, Hervé Luga +1
Neurogenesis in ANNs is an understudied and difficult problem, even compared to other forms of structural learning like pruning. By decomposing it into triggers and initializations…
DARTS-PRIME: Regularization and Scheduling Improve Constrained Optimization in Differentiable NAS
Kaitlin Maile, Erwan Lecarpentier, Hervé Luga +1
Differentiable Architecture Search (DARTS) is a recent neural architecture search (NAS) method based on a differentiable relaxation. Due to its success, numerous variants analyzing…
Natural vs Balanced Distribution in Deep Learning on Whole Slide Images for Cancer Detection
Ismat Ara Reshma, Sylvain Cussat-Blanc, Radu Tudor Ionescu +2
The class distribution of data is one of the factors that regulates the performance of machine learning models. However, investigations on the impact of different distributions ava…
Neuromodulated Learning in Deep Neural Networks
Dennis G Wilson, Sylvain Cussat-Blanc, Hervé Luga +1
In the brain, learning signals change over time and synaptic location, and are applied based on the learning history at the synapse, in the complex process of neuromodulation. Lear…
Positional Cartesian Genetic Programming
DG Wilson, Julian F. Miller, Sylvain Cussat-Blanc +1
Cartesian Genetic Programming (CGP) has many modifications across a variety of implementations, such as recursive connections and node weights. Alternative genetic operators have a…