For agnostic learners, excess-error-dependent stability is characterized by finite Littlestone dimension, and class-error-dependent stability is possible only for finite classes.
1769–1780
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Stability and List-Replicability for Agnostic Learners
For agnostic learners, excess-error-dependent stability is characterized by finite Littlestone dimension, and class-error-dependent stability is possible only for finite classes.