The Clever Hans Mirage: A Comprehensive Survey on Spurious Correlations in Machine Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Ye, Wenqian, Jiang, Luyang, Xie, Eric, Zheng, Guangtao, Ma, Yunsheng, Cao, Xu, Guo, Dongliang, Qi, Daiqing, He, Zeyu, Tian, Yijun, Coffee, Megan, Zeng, Zhe, Li, Sheng, Ting-hao, Huang, Wang, Ziran, Rehg, James M., Kautz, Henry, Zhang, Aidong |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Improving Group Robustness on Spurious Correlation via Evidential Alignment
by: Ye, Wenqian, et al.
Published: (2025)
by: Ye, Wenqian, et al.
Published: (2025)
Learning Robust Classifiers with Self-Guided Spurious Correlation Mitigation
by: Zheng, Guangtao, et al.
Published: (2024)
by: Zheng, Guangtao, et al.
Published: (2024)
Measuring Spurious Correlation in Classification: 'Clever Hans' in Translationese
by: Borah, Angana, et al.
Published: (2023)
by: Borah, Angana, et al.
Published: (2023)
Benchmarking Spurious Bias in Few-Shot Image Classifiers
by: Zheng, Guangtao, et al.
Published: (2024)
by: Zheng, Guangtao, et al.
Published: (2024)
Spuriousness-Aware Meta-Learning for Learning Robust Classifiers
by: Zheng, Guangtao, et al.
Published: (2024)
by: Zheng, Guangtao, et al.
Published: (2024)
NeuronTune: Towards Self-Guided Spurious Bias Mitigation
by: Zheng, Guangtao, et al.
Published: (2025)
by: Zheng, Guangtao, et al.
Published: (2025)
MM-SpuBench: Towards Better Understanding of Spurious Biases in Multimodal LLMs
by: Ye, Wenqian, et al.
Published: (2024)
by: Ye, Wenqian, et al.
Published: (2024)
SAGE: Spuriousness-Aware Guided Prompt Exploration for Mitigating Multimodal Bias
by: Ye, Wenqian, et al.
Published: (2025)
by: Ye, Wenqian, et al.
Published: (2025)
ShortcutProbe: Probing Prediction Shortcuts for Learning Robust Models
by: Zheng, Guangtao, et al.
Published: (2025)
by: Zheng, Guangtao, et al.
Published: (2025)
Rectifying Shortcut Behaviors in Preference-based Reward Learning
by: Ye, Wenqian, et al.
Published: (2025)
by: Ye, Wenqian, et al.
Published: (2025)
Reproducibility study on how to find Spurious Correlations, Shortcut Learning, Clever Hans or Group-Distributional non-robustness and how to fix them
by: Delzer, Ole, et al.
Published: (2026)
by: Delzer, Ole, et al.
Published: (2026)
A Sober Look at Agentic Misalignment in Automated Workflows
by: Ye, Wenqian, et al.
Published: (2026)
by: Ye, Wenqian, et al.
Published: (2026)
The Clever Hans Effect in Unsupervised Learning
by: Kauffmann, Jacob, et al.
Published: (2024)
by: Kauffmann, Jacob, et al.
Published: (2024)
MpoxVLM: A Vision-Language Model for Diagnosing Skin Lesions from Mpox Virus Infection
by: Cao, Xu, et al.
Published: (2024)
by: Cao, Xu, et al.
Published: (2024)
ViT-DD: Multi-Task Vision Transformer for Semi-Supervised Driver Distraction Detection
by: Ma, Yunsheng, et al.
Published: (2022)
by: Ma, Yunsheng, et al.
Published: (2022)
Does Weak-to-strong Generalization Happen under Spurious Correlations?
by: Liu, Chenruo, et al.
Published: (2025)
by: Liu, Chenruo, et al.
Published: (2025)
Mitigating Clever Hans Strategies in Image Classifiers through Generating Counterexamples
by: Bender, Sidney, et al.
Published: (2025)
by: Bender, Sidney, et al.
Published: (2025)
HANS, are you clever? Clever Hans Effect Analysis of Neural Systems
by: Ranaldi, Leonardo, et al.
Published: (2023)
by: Ranaldi, Leonardo, et al.
Published: (2023)
Safety Mirage: How Spurious Correlations Undermine VLM Safety Fine-Tuning and Can Be Mitigated by Machine Unlearning
by: Chen, Yiwei, et al.
Published: (2025)
by: Chen, Yiwei, et al.
Published: (2025)
Clever Hans Effect Found in Automatic Detection of Alzheimer's Disease through Speech
by: Liu, Yin-Long, et al.
Published: (2024)
by: Liu, Yin-Long, et al.
Published: (2024)
From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP
by: Bexten, Justus Meyer zu, et al.
Published: (2026)
by: Bexten, Justus Meyer zu, et al.
Published: (2026)
What is the Visual Cognition Gap between Humans and Multimodal LLMs?
by: Cao, Xu, et al.
Published: (2024)
by: Cao, Xu, et al.
Published: (2024)
Clever Hans in Chemistry: Chemist Style Signals Confound Activity Prediction on Public Benchmarks
by: Blevins, Andrew D., et al.
Published: (2025)
by: Blevins, Andrew D., et al.
Published: (2025)
The Clever Body
Published: (2022)
Published: (2022)
Superclass-Guided Representation Disentanglement for Spurious Correlation Mitigation
by: Liu, Chenruo, et al.
Published: (2025)
by: Liu, Chenruo, et al.
Published: (2025)
Leaving the barn door open for Clever Hans: Simple features predict LLM benchmark answers
by: Pacchiardi, Lorenzo, et al.
Published: (2024)
by: Pacchiardi, Lorenzo, et al.
Published: (2024)
AdvST: Revisiting Data Augmentations for Single Domain Generalization
by: Zheng, Guangtao, et al.
Published: (2023)
by: Zheng, Guangtao, et al.
Published: (2023)
LaMPilot: An Open Benchmark Dataset for Autonomous Driving with Language Model Programs
by: Ma, Yunsheng, et al.
Published: (2023)
by: Ma, Yunsheng, et al.
Published: (2023)
The Trap of Trajectory: Towards Understanding and Mitigating Spurious Correlations in Agentic Memory
by: Tang, Luoxi, et al.
Published: (2026)
by: Tang, Luoxi, et al.
Published: (2026)
Out of Spuriousity: Improving Robustness to Spurious Correlations without Group Annotations
by: Le, Phuong Quynh, et al.
Published: (2024)
by: Le, Phuong Quynh, et al.
Published: (2024)
No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users
by: Hu, Mengxuan, et al.
Published: (2024)
by: Hu, Mengxuan, et al.
Published: (2024)
Better Generative Replay for Continual Federated Learning
by: Qi, Daiqing, et al.
Published: (2023)
by: Qi, Daiqing, et al.
Published: (2023)
From Invariant Representations to Invariant Data: Provable Robustness to Spurious Correlations via Noisy Counterfactual Matching
by: Bai, Ruqi, et al.
Published: (2025)
by: Bai, Ruqi, et al.
Published: (2025)
Severing Spurious Correlations with Data Pruning
by: Mulchandani, Varun, et al.
Published: (2025)
by: Mulchandani, Varun, et al.
Published: (2025)
In-context Learning in Presence of Spurious Correlations
by: Harutyunyan, Hrayr, et al.
Published: (2024)
by: Harutyunyan, Hrayr, et al.
Published: (2024)
Revisiting Spurious Correlation in Domain Generalization
by: Qin, Bin, et al.
Published: (2024)
by: Qin, Bin, et al.
Published: (2024)
Reassessing the Validity of Spurious Correlations Benchmarks
by: Bell, Samuel J., et al.
Published: (2024)
by: Bell, Samuel J., et al.
Published: (2024)
A Comprehensive Survey on the Risks and Limitations of Concept-based Models
by: Sinha, Sanchit, et al.
Published: (2025)
by: Sinha, Sanchit, et al.
Published: (2025)
The Effects of a Tier 1 Self‐Regulation Intervention on Elementary Students’ Engagement and Reading Comprehension
by: Kaitlin D. Reichart, et al.
Published: (2025)
by: Kaitlin D. Reichart, et al.
Published: (2025)
Slim Coffee Booster – Natürlicher Abnehmkaffee für schnelle Ergebnisse
by: Slim Coffee Booster
Published: (2026)
by: Slim Coffee Booster
Published: (2026)
Similar Items
-
Improving Group Robustness on Spurious Correlation via Evidential Alignment
by: Ye, Wenqian, et al.
Published: (2025) -
Learning Robust Classifiers with Self-Guided Spurious Correlation Mitigation
by: Zheng, Guangtao, et al.
Published: (2024) -
Measuring Spurious Correlation in Classification: 'Clever Hans' in Translationese
by: Borah, Angana, et al.
Published: (2023) -
Benchmarking Spurious Bias in Few-Shot Image Classifiers
by: Zheng, Guangtao, et al.
Published: (2024) -
Spuriousness-Aware Meta-Learning for Learning Robust Classifiers
by: Zheng, Guangtao, et al.
Published: (2024)