Invariant Learning
![[2501.12595] A Unified Invariant Learning Framework for Graph ...](https://ar5iv.labs.arxiv.org/html/2501.12595/assets/x2.png "Invariant Learning")
![[논문 리뷰] A Unified Invariant Learning Framework for Graph Classification](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/a-unified-invariant-learning-framework-for-graph-classification-1.png "Invariant Learning")
![[논문 리뷰] Universally Invariant Learning in Equivariant GNNs](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/universally-invariant-learning-in-equivariant-gnns-1.png "Invariant Learning")
![[논문 리뷰] Invariant Graph Learning Meets Information Bottleneck for Out ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/invariant-graph-learning-meets-information-bottleneck-for-out-of-distribution-generalization-1.png "Invariant Learning")
![[2208.10024] GCISG: Guided Causal Invariant Learning for Improved Syn ...](https://ar5iv.labs.arxiv.org/html/2208.10024/assets/x2.png "Invariant Learning")
![[논문 리뷰] Text-Guided Image Invariant Feature Learning for Robust Image ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/text-guided-image-invariant-feature-learning-for-robust-image-watermarking-2.png "Invariant Learning")
![[논문 리뷰] Variable Assignment Invariant Neural Networks for Learning ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/variable-assignment-invariant-neural-networks-for-learning-logic-programs-2.png "Invariant Learning")
![[그래프 기계학습] Blueprint for Geometric Deep Learning](https://velog.velcdn.com/images/claude_ssim/post/e5940216-38cd-4785-b6fe-395f6613351f/image.png "Invariant Learning")
![[논문 리뷰] Self-Supervised Learning for Neural Topic Models with Variance ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/self-supervised-learning-for-neural-topic-models-with-variance-invariance-covariance-regularization-3.png "Invariant Learning")
![[论文评述] Beyond Patient Invariance: Learning Cardiac Dynamics via Action ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/beyond-patient-invariance-learning-cardiac-dynamics-via-action-conditioned-jepas-3.png "Invariant Learning")
![[논문 리뷰] Invariance Matters: Empowering Social Recommendation via Graph ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/invariance-matters-empowering-social-recommendation-via-graph-invariant-learning-2.png "Invariant Learning")
![[论文评述] Multi-Source Collaborative Style Augmentation and Domain ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/multi-source-collaborative-style-augmentation-and-domain-invariant-learning-for-federated-domain-generalization-0.png "Invariant Learning")
![[论文评述] Time-Series Forecasting for Out-of-Distribution Generalization ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/time-series-forecasting-for-out-of-distribution-generalization-using-invariant-learning-2.png "Invariant Learning")
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