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20242026
most citedIntegrating Physics and Topology in Neural Networks for Learning Rigid Body Dynamics

3 citations · 3 across the 5 of their papers we have counts for

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2 papers · 1 filter

cs.LG2025

When, How Long and How Much? Interpretable Neural Networks for Time Series Regression by Learning to Mask and Aggregate

Florent Forest, Amaury Wei, Olga Fink

Time series extrinsic regression (TSER) refers to the task of predicting a continuous target variable from an input time series. It appears in many domains, including healthcare, f…

cs.LG2025

From Physics to Machine Learning and Back: Part II - Learning and Observational Bias in PHM

Olga Fink, Ismail Nejjar, Vinay Sharma +13

Prognostics and Health Management ensures the reliability, safety, and efficiency of complex engineered systems by enabling fault detection, anticipating equipment failures, and op…