shortcut learning

Agree to Disagree: Diversity through Disagreement for Better Transferability ICLR 2023 A Whac-a-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others CVPR 2023 Don’t blame Dataset Shift! Shortcut Learning due to Gradients and Cross Entropy NeurIPS 2023 FACTS: First Amplify Correlations and Then Slice to Discover Bias ICCV 2023 Fighting Fire with Fire: Contrastive Debiasing without Bias-free Data via Generative Bias-transformation ICML 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 HuaSLIM: Human Attention Motivated Shortcut Learning Identification and Mitigation for Large Language models ACL 2023 Improving the robustness of NLI models with minimax training ACL 2023 Large Language Models Can be Lazy Learners: Analyze Shortcuts in In-Context Learning ACL 2023 Less Learn Shortcut: Analyzing and Mitigating Learning of Spurious Feature-Label Correlation IJCAI 2023 Online Prototype Learning for Online Continual Learning ICCV 2023 Towards Building More Robust NER datasets: An Empirical Study on NER Dataset Bias from a Dataset Difficulty View EMNLP 2023 Which Shortcut Solution Do Question Answering Models Prefer to Learn? AAAI 2023 Assessing Combinational Generalization of Language Models in Biased Scenarios AACL 2022 AutoCAD: Automatically Generate Counterfactuals for Mitigating Shortcut Learning EMNLP 2022 Causally motivated multi-shortcut identification and removal NeurIPS 2022 Causally motivated shortcut removal using auxiliary labels AISTATS 2022 Chroma-VAE: Mitigating Shortcut Learning with Generative Classifiers NeurIPS 2022 Debiasing Masks: A New Framework for Shortcut Mitigation in NLU EMNLP 2022 Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming ICML 2022 Identifying and Mitigating Spurious Correlations for Improving Robustness in NLP Models NAACL 2022 ITSA: An Information-Theoretic Approach to Automatic Shortcut Avoidance and Domain Generalization in Stereo Matching Networks CVPR 2022 Language Prior Is Not the Only Shortcut: A Benchmark for Shortcut Learning in VQA EMNLP 2022 Learning Concept Credible Models for Mitigating Shortcuts NeurIPS 2022