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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

SilverLining: Data-First Mitigation of Spatial and Spectral Shortcuts Without Introducing New Confounders WACV 2026
Bot Meets Shortcut: How Can LLMs Aid in Handling Unknown Invariance OOD Scenarios? AAAI 2026
Shortcut Learning Susceptibility in Vision Classifiers (Student Abstract) AAAI 2026
Conditional Information Bottleneck for Multimodal Fusion: Overcoming Shortcut Learning in Sarcasm Detection AAAI 2026
Shortcut Learning in Safety: The Impact of Keyword Bias in Safeguards ACL 2025
Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis ACL 2025
Short-circuiting Shortcuts: Mechanistic Investigation of Shortcuts in Text Classification ACL 2025
Efficient Unsupervised Shortcut Learning Detection and Mitigation in Transformers ICCV 2025
Supervised and Unsupervised Probing of Shortcut Learning: Case Study on the Emergence and Evolution of Syntactic Heuristics in BERT ACL 2025
Mitigating Shortcut Learning via Smart Data Augmentation based on Large Language Model COLING 2025
Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models ACL 2025
Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More More ACL 2025
RAZOR: Sharpening Knowledge by Cutting Bias with Unsupervised Text Rewriting AAAI 2025
Implicit Reasoning in Transformers is Reasoning through Shortcuts ACL 2025
Mitigating Shortcut Learning with InterpoLated Learning ACL 2025
Overcoming Shortcut Problem in VLM for Robust Out-of-Distribution Detection CVPR 2025
Efficient Overshadowed Entity Disambiguation by Mitigating Shortcut Learning EMNLP 2024
Understanding Visual Feature Reliance through the Lens of Complexity NIPS 2024
Do LLMs Overcome Shortcut Learning? An Evaluation of Shortcut Challenges in Large Language Models EMNLP 2024
Navigating the Shortcut Maze: A Comprehensive Analysis of Shortcut Learning in Text Classification by Language Models EMNLP 2024
Navigate Beyond Shortcuts: Debiased Learning Through the Lens of Neural Collapse CVPR 2024
TACIT: A Target-Agnostic Feature Disentanglement Framework for Cross-Domain Text Classification AAAI 2024
Learning to Detour: Shortcut Mitigating Augmentation for Weakly Supervised Semantic Segmentation WACV 2024
Exploring and Mitigating Shortcut Learning for Generative Large Language Models COLING 2024
Semformer: Transformer Language Models with Semantic Planning EMNLP 2024