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20142025
most citedGeomstats: A Python Package for Riemannian Geometry in Machine Learning

96 citations

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6 papers · 1 filter

cs.LG20251 cited

I-GLIDE: Input Groups for Latent Health Indicators in Degradation Estimation

Lucas Thil, Jesse Read, Rim Kaddah +1

Accurate remaining useful life (RUL) prediction hinges on the quality of health indicators (HIs), yet existing methods often fail to disentangle complex degradation mechanisms in m…

cs.LG2025

Data Curation Matters: Model Collapse and Spurious Shift Performance Prediction from Training on Uncurated Text Embeddings

Lucas Mattioli, Youness Ait Hadichou, Sabrina Chaouche +1

Training models on uncurated Text Embeddings (TEs) derived from raw tabular data can lead to a severe failure mode known as model collapse, where predictions converge to a single c…

cs.LG2025

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis

Mouadh Yagoubi, David Danan, Milad Leyli-Abadi +15

The integration of machine learning (ML) into the physical sciences is reshaping computational paradigms, offering the potential to accelerate demanding simulations such as computa…

cs.LG2025

A new methodology to decompose a parametric domain using reduced order data manifold in machine learning

Chetra Mang, Axel TahmasebiMoradi, Mouadh Yagoubi

We propose a new methodology for parametric domain decomposition using iterative principal component analysis. Starting with iterative principle component analysis, the high dimens…

cs.LG2025

Statistical and Predictive Analysis to Identify Risk Factors and Effects of Post COVID-19 Syndrome

Milad Leyli-abadi, Jean-Patrick Brunet, Axel Tahmasebimoradi

Based on recent studies, some COVID-19 symptoms can persist for months after infection, leading to what is termed long COVID. Factors such as vaccination timing, patient characteri…

cs.CR2025

Graph Analytics for Cyber-Physical System Resilience Quantification

Romain Dagnas, Michel Barbeau, Joaquin Garcia-Alfaro +1

Critical infrastructures integrate a wide range of smart technologies and become highly connected to the cyber world. This is especially true for Cyber-Physical Systems (CPSs), whi…