"identifiability conditions" Papers

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Shortcuts and Identifiability in Concept-based Models from a Neuro-Symbolic Lens

Samuele Bortolotti, Emanuele Marconato, Paolo Morettin et al.

NEURIPS 2025arXiv:2502.11245
9
citations

Automating the Selection of Proxy Variables of Unmeasured Confounders

Feng Xie, Zhengming Chen, Shanshan Luo et al.

ICML 2024spotlightarXiv:2405.16130
3
citations

Causal Representation Learning Made Identifiable by Grouping of Observational Variables

Hiroshi Morioka, Aapo Hyvarinen

ICML 2024oralarXiv:2310.15709
22
citations

Effective Causal Discovery under Identifiable Heteroscedastic Noise Model

Naiyu Yin, Tian Gao, Yue Yu et al.

AAAI 2024paperarXiv:2312.12844
3
citations