"invariant representation learning" Papers

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Filter or Compensate: Towards Invariant Representation from Distribution Shift for Anomaly Detection

Zining Chen, Xingshuang Luo, Weiqiu Wang et al.

AAAI 2025paperarXiv:2412.10115
8
citations

Diagnosing and Rectifying Fake OOD Invariance: A Restructured Causal Approach

Ziliang Chen, Yongsen Zheng, Zhao-Rong Lai et al.

AAAI 2024paperarXiv:2312.09758
4
citations

Enhancing Size Generalization in Graph Neural Networks through Disentangled Representation Learning

Zheng Huang, Qihui Yang, Dawei Zhou et al.

ICML 2024arXiv:2406.04601
8
citations

Graph Contrastive Invariant Learning from the Causal Perspective

9672 Yanhu Mo, Xiao Wang, Shaohua Fan et al.

AAAI 2024paperarXiv:2401.12564
24
citations

StrWAEs to Invariant Representations

Hyunjong Lee, Yedarm Seong, Sungdong Lee et al.

ICML 2024