Clémentine Dominé
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View article: From Lazy to Rich: Exact Learning Dynamics in Deep Linear Networks
From Lazy to Rich: Exact Learning Dynamics in Deep Linear Networks Open
Biological and artificial neural networks develop internal representations that enable them to perform complex tasks. In artificial networks, the effectiveness of these models relies on their ability to build task specific representation, …
View article: Geometric epitope and paratope prediction
Geometric epitope and paratope prediction Open
Motivation Identifying the binding sites of antibodies is essential for developing vaccines and synthetic antibodies. In this article, we investigate the optimal representation for predicting the binding sites in the two molecules and emph…
View article: Get rich quick: exact solutions reveal how unbalanced initializations promote rapid feature learning
Get rich quick: exact solutions reveal how unbalanced initializations promote rapid feature learning Open
While the impressive performance of modern neural networks is often attributed to their capacity to efficiently extract task-relevant features from data, the mechanisms underlying this rich feature learning regime remain elusive, with much…
View article: NeuralPlayground: A Standardised Environment for Evaluating Models of Hippocampus and Entorhinal Cortex
NeuralPlayground: A Standardised Environment for Evaluating Models of Hippocampus and Entorhinal Cortex Open
Neural processes in the hippocampus and entorhinal cortex are thought to be crucial for spatial cognition. A growing variety of theoretical models have been proposed to capture the rich neural and behavioral phenomena associated with these…
View article: Exact learning dynamics of deep linear networks with prior knowledge <sup>*</sup>
Exact learning dynamics of deep linear networks with prior knowledge <sup>*</sup> Open
Learning in deep neural networks is known to depend critically on the knowledge embedded in the initial network weights. However, few theoretical results have precisely linked prior knowledge to learning dynamics. Here we derive exact solu…
View article: Geometric Epitope and Paratope Prediction
Geometric Epitope and Paratope Prediction Open
Antibody-antigen interactions play a crucial role in identifying and neutralizing harmful foreign molecules. In this paper, we investigate the optimal representation for predicting the binding sites in the two molecules and emphasize the i…
View article: Geometric Epitope and Paratope Prediction
Geometric Epitope and Paratope Prediction Open
Antibody-antigen interactions play a crucial role in identifying and neutralizing harmful foreign molecules. In this paper, we investigate the optimal representation for predicting the binding sites in the two molecules and emphasize the i…