On certified generalization in structured prediction
In structured prediction, target objects have rich internal structure which does not factorize
into independent components and violates common iid assumptions. This challenge …
into independent components and violates common iid assumptions. This challenge …
Sigma Flows for Image and Data Labeling and Learning Structured Prediction
This paper introduces the sigma flow model for the prediction of structured labelings of data
observed on Riemannian manifolds, including Euclidean image domains as special case …
observed on Riemannian manifolds, including Euclidean image domains as special case …
On Structured Prediction of Discrete Data: Geometry and Statistical Learning
BB Boll - 2024 - archiv.ub.uni-heidelberg.de
Structured prediction is the task of jointly predicting realizations of multiple coupled random
variables. This statistical problem is central to many advanced applications of deep learning …
variables. This statistical problem is central to many advanced applications of deep learning …