invariant risk minimization

A Causal Marriage between VLM and IRM from Understanding to Reasoning CVPR 2026 Beyond Discrepancy: A Closer Look at the Theory of Distribution Shift ALT 2026 Clustered Invariant Risk Minimization AISTATS 2025 Computationally Efficient Methods for Invariant Feature Selection with Sparsity UAI 2025 Invariant Shape Representation Learning for Image Classification WACV 2025 Learning Graph Invariance by Harnessing Spuriosity ICLR 2025 Out-of-distribution Generalization for Total Variation based Invariant Risk Minimization ICLR 2025 Causal Subgraphs and Information Bottlenecks: Redefining OOD Robustness in Graph Neural Networks ECCV 2024 PoseIRM: Enhance 3D Human Pose Estimation on Unseen Camera Settings via Invariant Risk Minimization CVPR 2024 Robust Learning via Conditional Prevalence Adjustment WACV 2024 Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution Generalization AAAI 2023 Causal-Debias: Unifying Debiasing in Pretrained Language Models and Fine-tuning via Causal Invariant Learning ACL 2023 Debiasing Intrinsic Bias and Application Bias Jointly via Invariant Risk Minimization (Student Abstract) AAAI 2023 Learning Optimal Features via Partial Invariance AAAI 2023 Locally Invariant Explanations: Towards Stable and Unidirectional Explanations through Local Invariant Learning NeurIPS 2023 On the Connection between Invariant Learning and Adversarial Training for Out-of-Distribution Generalization AAAI 2023 Pareto Invariant Risk Minimization: Towards Mitigating the Optimization Dilemma in Out-of-Distribution Generalization ICLR 2023 Provably Invariant Learning without Domain Information ICML 2023 Rethinking Domain Generalization for Face Anti-Spoofing: Separability and Alignment CVPR 2023 What Is Missing in IRM Training and Evaluation? Challenges and Solutions ICLR 2023 Bayesian Invariant Risk Minimization CVPR 2022 Finding Valid Adjustments under Non-ignorability with Minimal DAG Knowledge AISTATS 2022 Improved Multi-label Classification under Temporal Concept Drift: Rethinking Group-Robust Algorithms in a Label-Wise Setting ACL 2022 Invariant Information Bottleneck for Domain Generalization AAAI 2022 Invariant Language Modeling EMNLP 2022