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Valentin Duruisseaux

2 accepted papers

2025

NOBLE - Neural Operator with Biologically-informed Latent Embeddings to Capture Experimental Variability in Biological Neuron Models

NeurIPS 2025poster

Characterizing the cellular properties of neurons is fundamental to understanding their function in the brain. In this quest, the generation of bio-realistic models is central towards integrating multimodal cellular data sets and establishing causal relationships. However, current modeling approach…

Cited by 0SourceScholar
2023

Simplifying Momentum-based Positive-definite Submanifold Optimization with Applications to Deep Learning

ICML 2023poster

Riemannian submanifold optimization with momentum is computationally challenging because, to ensure that the iterates remain on the submanifold, we often need to solve difficult differential equations. Here, we simplify such difficulties for a class of structured symmetric positive-definite matrices…