conftrace_

spurious correlation

279 papers

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Co-occurring keywords

causal inference (1630) domain generalization (1522) out-of-distribution generalization (408) bias mitigation (500) text classification (6793) shortcut learning (79) representation learning (6206) model robustness (480) natural language inference (1287) domain adaptation (4595)

Papers

TLDR: Text Based Last-Layer Retraining for Debiasing Image Classifiers WACV 2025
StarFT: Robust Fine-tuning of Zero-shot Models via Spuriosity Alignment IJCAI 2025
Enhancing Training Data Quality through Influence Scores for Generalizable Classification: A Case Study on Sexism Detection IJCNLP 2025
CAT: Causal Attention Tuning For Injecting Fine-grained Causal Knowledge into Large Language Models EMNLP 2025
Project-Probe-Aggregate: Efficient Fine-Tuning for Group Robustness CVPR 2025
Iterative Counterfactual Data Augmentation AAAI 2025
Mitigating Shortcut Learning with InterpoLated Learning ACL 2025
Common Sense Bias Modeling for Classification Tasks AAAI 2025
The Medium Is Not the Message: Deconfounding Document Embeddings via Linear Concept Erasure EMNLP 2025
Mitigating Spurious Correlations via Counterfactual Contrastive Learning EMNLP 2025
Towards Unbiased Continual Learning: Avoiding Forgetting in the Presence of Spurious Correlations WACV 2025
Counterfactual Debiasing for Physical Audiovisual Commonsense Reasoning AAAI 2025
Bias in Gender Bias Benchmarks: How Spurious Features Distort Evaluation ICCV 2025
PRISM: Reducing Spurious Implicit Biases in Vision-Language Models with LLM-Guided Embedding Projection ICCV 2025
Multimodal Clickbait Detection by De-confounding Biases Using Causal Representation Inference EMNLP 2024
Vision-and-Language Navigation via Causal Learning CVPR 2024
Self-supervised Debiasing Using Low Rank Regularization CVPR 2024
Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation CVPR 2024
Think Twice: Measuring the Efficiency of Eliminating Prediction Shortcuts of Question Answering Models EACL 2024
Identifying Spurious Biases Early in Training through the Lens of Simplicity Bias AISTATS 2024
Navigating the Shortcut Maze: A Comprehensive Analysis of Shortcut Learning in Text Classification by Language Models EMNLP 2024
ExMap: Leveraging Explainability Heatmaps for Unsupervised Group Robustness to Spurious Correlations CVPR 2024
How Hard is this Test Set? NLI Characterization by Exploiting Training Dynamics EMNLP 2024
A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective NIPS 2024
Learning from Others: Similarity-based Regularization for Mitigating Dataset Bias. ACL 2024