A deep learning framework with a new inverse-consistency loss aligns and averages time series across 128 UCR datasets without per-dataset regularization tuning.
Diffeomorphic temporal alignment nets,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
extension 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1roles
extension 1polarities
extend 1representative citing papers
citing papers explorer
-
Diffeomorphic Temporal Alignment Nets for Time-series Joint Alignment and Averaging
A deep learning framework with a new inverse-consistency loss aligns and averages time series across 128 UCR datasets without per-dataset regularization tuning.