shortcut learning

71 papers

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Co-occurring keywords

spurious correlation (272) domain generalization (1517) representation learning (6174) large language model (12755) model robustness (478) out-of-distribution generalization (403) distribution shift (711) dataset bia (149) language model (4573) feature learning (1309)

Papers

Pointing Out the Shortcomings of Relation Extraction Models with Semantically Motivated Adversarials COLING 2024

Efficient Overshadowed Entity Disambiguation by Mitigating Shortcut Learning EMNLP 2024

On the Use of Anchoring for Training Vision Models NIPS 2024

Towards Combating Frequency Simplicity-biased Learning for Domain Generalization NIPS 2024

Learning to Detour: Shortcut Mitigating Augmentation for Weakly Supervised Semantic Segmentation WACV 2024

Unveiling Project-Specific Bias in Neural Code Models COLING 2024

Do LLMs Overcome Shortcut Learning? An Evaluation of Shortcut Challenges in Large Language Models EMNLP 2024

Fighting Fire with Fire: Contrastive Debiasing without Bias-free Data via Generative Bias-transformation ICML 2023

HuaSLIM: Human Attention Motivated Shortcut Learning Identification and Mitigation for Large Language models ACL 2023

Towards Building More Robust NER datasets: An Empirical Study on NER Dataset Bias from a Dataset Difficulty View EMNLP 2023

Improving the robustness of NLI models with minimax training ACL 2023

Online Prototype Learning for Online Continual Learning ICCV 2023

A Whac-a-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others CVPR 2023

Large Language Models Can be Lazy Learners: Analyze Shortcuts in In-Context Learning ACL 2023

FACTS: First Amplify Correlations and Then Slice to Discover Bias ICCV 2023

Don’t blame Dataset Shift! Shortcut Learning due to Gradients and Cross Entropy NIPS 2023

Less Learn Shortcut: Analyzing and Mitigating Learning of Spurious Feature-Label Correlation IJCAI 2023

Which Shortcut Solution Do Question Answering Models Prefer to Learn? AAAI 2023

Guiding LLM to Fool Itself: Automatically Manipulating Machine Reading Comprehension Shortcut Triggers EMNLP 2023

How to Construct Perfect and Worse-than-Coin-Flip Spoofing Countermeasures: A Word of Warning on Shortcut Learning INTERSPEECH 2023

Causally motivated multi-shortcut identification and removal NIPS 2022

ITSA: An Information-Theoretic Approach to Automatic Shortcut Avoidance and Domain Generalization in Stereo Matching Networks CVPR 2022

Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming ICML 2022

Causally motivated shortcut removal using auxiliary labels AISTATS 2022

Language Prior Is Not the Only Shortcut: A Benchmark for Shortcut Learning in VQA EMNLP 2022