group robustness

Elastic Representation: Mitigating Spurious Correlations for Group Robustness AISTATS 2025 Group-robust Sample Reweighting for Subpopulation Shifts via Influence Functions ICLR 2025 Let Samples Speak: Mitigating Spurious Correlation by Exploiting the Clusterness of Samples CVPR 2025 Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language Models CVPR 2025 Project-Probe-Aggregate: Efficient Fine-Tuning for Group Robustness CVPR 2025 Re-Evaluating Group Robustness via Adaptive Class-Specific Scaling WACV 2025 Calibrating Multi-modal Representations: A Pursuit of Group Robustness without Annotations CVPR 2024 Causal Feature Alignment: Learning To Ignore Spurious Background Features WACV 2024 ExMap: Leveraging Explainability Heatmaps for Unsupervised Group Robustness to Spurious Correlations CVPR 2024 Group Robust Preference Optimization in Reward-free RLHF NeurIPS 2024 Identifying Spurious Biases Early in Training through the Lens of Simplicity Bias AISTATS 2024 Label-Efficient Group Robustness via Out-of-Distribution Concept Curation CVPR 2024 Like Oil and Water: Group Robustness Methods and Poisoning Defenses May Be at Odds ICLR 2024 Semi-supervised Group DRO: Combating Sparsity with Unlabeled Data ALT 2024 The Group Robustness is in the Details: Revisiting Finetuning under Spurious Correlations NeurIPS 2024 Debiased Automatic Speech Recognition for Dysarthric Speech via Sample Reweighting with Sample Affinity Test Interspeech 2023 Group Robust Classification Without Any Group Information NeurIPS 2023 Pushing the Accuracy-Group Robustness Frontier with Introspective Self-play ICLR 2023 Simple and Fast Group Robustness by Automatic Feature Reweighting ICML 2023 Towards Last-layer Retraining for Group Robustness with Fewer Annotations NeurIPS 2023 Contrastive Adapters for Foundation Model Group Robustness NeurIPS 2022 Explicit Tradeoffs between Adversarial and Natural Distributional Robustness NeurIPS 2022 FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing ACL 2022 On Feature Learning in the Presence of Spurious Correlations NeurIPS 2022 Spread Spurious Attribute: Improving Worst-group Accuracy with Spurious Attribute Estimation ICLR 2022