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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

AutoCAD: Automatically Generate Counterfactuals for Mitigating Shortcut Learning EMNLP 2022
Chroma-VAE: Mitigating Shortcut Learning with Generative Classifiers NIPS 2022
MaskTune: Mitigating Spurious Correlations by Forcing to Explore NIPS 2022
Roadblocks for Temporarily Disabling Shortcuts and Learning New Knowledge NIPS 2022
Assessing Combinational Generalization of Language Models in Biased Scenarios AACL 2022
Assessing Combinational Generalization of Language Models in Biased Scenarios IJCNLP 2022
Identifying and Mitigating Spurious Correlations for Improving Robustness in NLP Models NAACL 2022
Learning Concept Credible Models for Mitigating Shortcuts NIPS 2022
Debiasing Masks: A New Framework for Shortcut Mitigation in NLU EMNLP 2022
Threat Scenarios and Best Practices to Detect Neural Fake News COLING 2022
Shortcutted Commonsense: Data Spuriousness in Deep Learning of Commonsense Reasoning EMNLP 2021
Dissecting Image Crops ICCV 2021
Can contrastive learning avoid shortcut solutions? NIPS 2021
Rectifying the Shortcut Learning of Background for Few-Shot Learning NIPS 2021
Generalising to German Plural Noun Classes, from the Perspective of a Recurrent Neural Network CONLL 2021
Generalising to German Plural Noun Classes, from the Perspective of a Recurrent Neural Network EMNLP 2021
Towards Interpreting and Mitigating Shortcut Learning Behavior of NLU models NAACL 2021
Breaking Shortcuts by Masking for Robust Visual Reasoning WACV 2021
DiagViB-6: A Diagnostic Benchmark Suite for Vision Models in the Presence of Shortcut and Generalization Opportunities ICCV 2021
Learning De-biased Representations with Biased Representations ICML 2020
Deep Learning Applied to Chest X-Rays: Exploiting and Preventing Shortcuts MLHC 2020