OpenCodePapers

mitigating-contextual-bias-on-waterbirds

Image ClassificationMitigating Contextual Bias
Dataset Link
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PaperCodeWorst-group AccuracyModelNameReleaseDate
HSFM: Hard-Set-Guided Feature-Space Meta-Learning for Robust Classification under Spurious Correlations✓ Link93.1HSFM2026-03-31
Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation✓ Link92.6DaC-C2024-02-29
Let Samples Speak: Mitigating Spurious Correlation by Exploiting the Clusterness of Samples✓ Link91.12NSF (ResNet-50)2025-12-28
Project-Probe-Aggregate: Efficient Fine-Tuning for Group Robustness87.4CoOp + PPA (CLIP ViT-L/14)2025-03-12
Rank-Guided Pseudo-Bias Learning for Robust Black-Box Adaptation84.92PLD-Debias (CLIP ResNet-50)2026-06-03