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Last name: ROSSI
First name: Aurora
International audience
GraphNeuralNetworks.jl is an open-source framework for deep learning on graphs, written in the Julia programming language. It supports multiple GPU backends, generic sparse or dense graph representations, and offers convenient interfaces for manipulating standard, heterogeneous, and temporal graphs with attributes at the node, edge, and graph...
Integrated assessment models are critical tools for scientists to understand the complex interactions between human and natural systems, and for policymakers to design effective policies to tackle global societal and environmental challenges. However, the lack of transparency and reproducibility of the models hinders their use and trust in...
International audience
The dataset contains a collection of temporal brain networks. The networks are obtained from resting-state fMRI data of 1047 subjects from the Human Connectome Project (HCP).
Null models are crucial for determining the degree of significance when testing hypotheses about brain dynamics modeled as a temporal complex network [7, 12]. The comparison between the hypothesis being tested on empirical data and on the null model enables us to assess the extent to which an apparently remarkable feature of the former can be...
Brain dynamics can be modeled as a temporal brain network starting from the activity of different brain regions in functional magnetic resonance imaging (fMRI) signals. When validating hypotheses about temporal networks, it is important to use an appropriate statistical null model that shares some features with the treated empirical data. The...
FlyHash, un algorithme de Locality Sensitive Hashing inspiré par le système nerveux des drosophiles, s'est révélé particulièrement efficace pour la recherche de similarité et ce en particulier dans le contexte fédéré, où plusieurs clients collaborent pour résoudre une tâche d'apprentissage statistique. FlyHash repose en grande partie sur...
International audience
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WorldDynamics.jl is an open-source Julia package that provides a modern framework for developing, simulating, and investigating Integrated Assessment Models (in short, IAMs). IAMs are numerical models that estimate possible scenarios for the evolution of human society with respect to fundamental aspects such as capital investment, food...
FlyHash is a locality-sensitive hashing algorithm inspired by the nervous system of the Drosophila fly. It has demonstrated to be particularly effective for similarity search, especially in the federated context where multiple players collaborate to solve a statistical learning task. FlyHash mainly relies on a process called winner-take-all,...
Tenter de prévoir l'évolution de la société humaine en fonction de ses aspects fondamentaux est une question à la fois délicate et urgente pour la science. Au fil des ans, certains modèles ont été développés pour aider à cet égard. Nous présentons WorldDynamics.jl, un framework open-source qui vise à soutenir la prise de décision sur les...
Integrated assessment models (IAMs) are popular tools used to predict the evolution of human society, a challenging question that science has long tried to address. The World3 model is a popular IAM, designed in the seventies by several scientists convened by the Club of Rome and mostly known for its usage to analyze the so‐called limits to...