shortcut learning

Addressing Exacerbated Attention Sink for Source-Free Cross-Domain Few-Shot Learning CVPR 2026 Bot Meets Shortcut: How Can LLMs Aid in Handling Unknown Invariance OOD Scenarios? AAAI 2026 Chain-of-Thought Degrades Visual Spatial Reasoning Capabilities of Multimodal LLMs ACL 2026 Conditional Information Bottleneck for Multimodal Fusion: Overcoming Shortcut Learning in Sarcasm Detection AAAI 2026 Deep Learning for Liver Disease Stratification: Findings from UKBB MRI MIDL 2026 Defenses Against Prompt Attacks Learn Surface Heuristics ACL 2026 Does Topic Sentiment Cause Perceived Ideology? Comparing Human and LLM Annotations in Political News Articles ACL 2026 InternVideo-Next: Towards World-Understanding Video Models CVPR 2026 LLMs in Sarcasm Detection? It’s elementary! (Or is it?) ACL 2026 Measuring and Mitigating Shortcut Reliance in Language Models with Probe-Based Representation Entanglement ACL 2026 Shortcut Learning Susceptibility in Vision Classifiers (Student Abstract) AAAI 2026 SilverLining: Data-First Mitigation of Spatial and Spectral Shortcuts Without Introducing New Confounders WACV 2026 The Paradox of Outcome Optimization: A Causal Information-Theoretic Bound on Reasoning Shortcuts in LLMs ACL 2026 Weight Space Correlation Analysis: Quantifying Feature Utilization in Deep Learning Models MIDL 2026 Core Knowledge Deficits in Multi-Modal Language Models ICML 2025 Do Regularization Methods for Shortcut Mitigation Work As Intended? AISTATS 2025 Efficient Unsupervised Shortcut Learning Detection and Mitigation in Transformers ICCV 2025 Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis ACL 2025 Implicit Reasoning in Transformers is Reasoning through Shortcuts ACL 2025 Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More More ACL 2025 Mitigating Shortcut Learning via Smart Data Augmentation based on Large Language Model COLING 2025 Mitigating Shortcut Learning with InterpoLated Learning ACL 2025 Overcoming Shortcut Problem in VLM for Robust Out-of-Distribution Detection CVPR 2025 RAZOR: Sharpening Knowledge by Cutting Bias with Unsupervised Text Rewriting AAAI 2025 SCISSOR: Mitigating Semantic Bias through Cluster-Aware Siamese Networks for Robust Classification ICML 2025