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cs.LG2025
FUnc-SNE: A flexible, Fast, and Unconstrained algorithm for neighbour embeddings
Pierre Lambert, Edouard Couplet, Michel Verleysen +1
Neighbour embeddings (NE) allow the representation of high dimensional datasets into lower dimensional spaces and are often used in data visualisation. In practice, accelerated app…
cs.LG2023
Can input reconstruction be used to directly estimate uncertainty of a regression U-Net model? -- Application to proton therapy dose prediction for head and neck cancer patients
Margerie Huet-Dastarac, Dan Nguyen, Steve Jiang +2
Estimating the uncertainty of deep learning models in a reliable and efficient way has remained an open problem, where many different solutions have been proposed in the literature…