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

Causal Feature Alignment: Learning To Ignore Spurious Background Features WACV 2024
ASPIRE: Language-Guided Data Augmentation for Improving Robustness Against Spurious Correlations ACL 2024
Towards Reliable Learning in the Wild: Generalization and Adaptation AAAI 2024
On the Effect of Key Factors in Spurious Correlation: A theoretical Perspective AISTATS 2024
DINER: Debiasing Aspect-based Sentiment Analysis with Multi-variable Causal Inference ACL 2024
Trend-Aware Supervision: On Learning Invariance for Semi-supervised Facial Action Unit Intensity Estimation AAAI 2024
Debiasing Multimodal Sarcasm Detection with Contrastive Learning AAAI 2024
Explore Spurious Correlations at the Concept Level in Language Models for Text Classification ACL 2024
The Implicit Bias of Heterogeneity towards Invariance: A Study of Multi-Environment Matrix Sensing NIPS 2024
CoreRec: A Counterfactual Correlation Inference for Next Set Recommendation AAAI 2024
Multi-Object Hallucination in Vision Language Models NIPS 2024
Neural Collapse Inspired Feature Alignment for Out-of-Distribution Generalization NIPS 2024
Navigating the Shortcut Maze: A Comprehensive Analysis of Shortcut Learning in Text Classification by Language Models EMNLP 2024
Causal Effect Regularization: Automated Detection and Removal of Spurious Correlations NIPS 2023
Spuriosity Rankings: Sorting Data to Measure and Mitigate Biases NIPS 2023
Robustness to Spurious Correlations Improves Semantic Out-of-Distribution Detection AAAI 2023
Stubborn Lexical Bias in Data and Models ACL 2023
Group Robust Classification Without Any Group Information NIPS 2023
How to Construct Perfect and Worse-than-Coin-Flip Spoofing Countermeasures: A Word of Warning on Shortcut Learning INTERSPEECH 2023
Large Language Models Can be Lazy Learners: Analyze Shortcuts in In-Context Learning ACL 2023
Bias Mimicking: A Simple Sampling Approach for Bias Mitigation CVPR 2023
Exploring and Utilizing Pattern Imbalance CVPR 2023
Data Augmentations for Improved (Large) Language Model Generalization NIPS 2023
PECO: Examining Single Sentence Label Leakage in Natural Language Inference Datasets through Progressive Evaluation of Cluster Outliers EACL 2023
HiBug: On Human-Interpretable Model Debug NIPS 2023