Under a minimal-change latent model, the invariant part of a representation is identifiable from one off-support target sample, under bounded dense shifts or arbitrary sparse shifts.
Wilds: A benchmark of in-the-wild distribution shifts
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
Towards Understanding Extrapolation: a Causal Lens
Under a minimal-change latent model, the invariant part of a representation is identifiable from one off-support target sample, under bounded dense shifts or arbitrary sparse shifts.