Efficient Unsupervised Shortcut Learning Detection and Mitigation in Transformers
Fuente:
arXiv
Guardado en:
| Autores principales: | Kuhn, Lukas, Sadiya, Sari, Schlotterer, Jorg, Buettner, Florian, Seifert, Christin, Roig, Gemma |
|---|---|
| Formato: | Preprint |
| Publicado: |
2025
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Shortcut Mitigation via Spurious-Positive Samples
por: Le, Phuong Quynh, et al.
Publicado: (2026)
por: Le, Phuong Quynh, et al.
Publicado: (2026)
An XAI-based Analysis of Shortcut Learning in Neural Networks
por: Le, Phuong Quynh, et al.
Publicado: (2025)
por: Le, Phuong Quynh, et al.
Publicado: (2025)
Is Last Layer Re-Training Truly Sufficient for Robustness to Spurious Correlations?
por: Le, Phuong Quynh, et al.
Publicado: (2023)
por: Le, Phuong Quynh, et al.
Publicado: (2023)
ClearGCD: Mitigating Shortcut Learning For Robust Generalized Category Discovery
por: Lyu, Kailin, et al.
Publicado: (2025)
por: Lyu, Kailin, et al.
Publicado: (2025)
Be Persistent: Towards a Unified Solution for Mitigating Shortcuts in Deep Learning
por: Dolatabadi, Hadi M., et al.
Publicado: (2024)
por: Dolatabadi, Hadi M., et al.
Publicado: (2024)
Investigating the Impact of Randomness on Reproducibility in Computer Vision: A Study on Applications in Civil Engineering and Medicine
por: Eryılmaz, Bahadır, et al.
Publicado: (2024)
por: Eryılmaz, Bahadır, et al.
Publicado: (2024)
Human Gaze Boosts Object-Centered Representation Learning
por: Schaumlöffel, Timothy, et al.
Publicado: (2025)
por: Schaumlöffel, Timothy, et al.
Publicado: (2025)
Mitigating Shortcut Learning via Feature Disentanglement in Medical Imaging: A Benchmark Study
por: Müller, Sarah, et al.
Publicado: (2026)
por: Müller, Sarah, et al.
Publicado: (2026)
Mitigating Shortcut Learning with Diffusion Counterfactuals and Diverse Ensembles
por: Scimeca, Luca, et al.
Publicado: (2023)
por: Scimeca, Luca, et al.
Publicado: (2023)
On the Foundations of Shortcut Learning
por: Hermann, Katherine L., et al.
Publicado: (2023)
por: Hermann, Katherine L., et al.
Publicado: (2023)
Disentangling Mean Embeddings for Better Diagnostics of Image Generators
por: Gruber, Sebastian G., et al.
Publicado: (2024)
por: Gruber, Sebastian G., et al.
Publicado: (2024)
Non-Contrastive Vision-Language Learning with Predictive Embedding Alignment
por: Kuhn, Lukas, et al.
Publicado: (2026)
por: Kuhn, Lukas, et al.
Publicado: (2026)
Patch-based Intuitive Multimodal Prototypes Network (PIMPNet) for Alzheimer's Disease classification
por: De Santi, Lisa Anita, et al.
Publicado: (2024)
por: De Santi, Lisa Anita, et al.
Publicado: (2024)
FovEx: Human-Inspired Explanations for Vision Transformers and Convolutional Neural Networks
por: Panda, Mahadev Prasad, et al.
Publicado: (2024)
por: Panda, Mahadev Prasad, et al.
Publicado: (2024)
Shortcut Learning Susceptibility in Vision Classifiers
por: Suhail, Pirzada, et al.
Publicado: (2025)
por: Suhail, Pirzada, et al.
Publicado: (2025)
PIPNet3D: Interpretable Detection of Alzheimer in MRI Scans
por: De Santi, Lisa Anita, et al.
Publicado: (2024)
por: De Santi, Lisa Anita, et al.
Publicado: (2024)
Prototype-based Interpretable Breast Cancer Prediction Models: Analysis and Challenges
por: Pathak, Shreyasi, et al.
Publicado: (2024)
por: Pathak, Shreyasi, et al.
Publicado: (2024)
Learning Object Semantic Similarity with Self-Supervision
por: Aubret, Arthur, et al.
Publicado: (2024)
por: Aubret, Arthur, et al.
Publicado: (2024)
Persuasion Tokens for Editing Factual Knowledge in LLMs
por: Youssef, Paul, et al.
Publicado: (2026)
por: Youssef, Paul, et al.
Publicado: (2026)
Unsupervised Concept Discovery Mitigates Spurious Correlations
por: Arefin, Md Rifat, et al.
Publicado: (2024)
por: Arefin, Md Rifat, et al.
Publicado: (2024)
Debiasify: Self-Distillation for Unsupervised Bias Mitigation
por: Bayasi, Nourhan, et al.
Publicado: (2024)
por: Bayasi, Nourhan, et al.
Publicado: (2024)
Unsupervised Representation Learning from Sparse Transformation Analysis
por: Song, Yue, et al.
Publicado: (2024)
por: Song, Yue, et al.
Publicado: (2024)
Unsupervised Backdoor Detection and Mitigation for Spiking Neural Networks
por: Li, Jiachen, et al.
Publicado: (2025)
por: Li, Jiachen, et al.
Publicado: (2025)
Benchmarking Dependence Measures to Prevent Shortcut Learning in Medical Imaging
por: Müller, Sarah, et al.
Publicado: (2024)
por: Müller, Sarah, et al.
Publicado: (2024)
Case-level Breast Cancer Prediction for Real Hospital Settings
por: Pathak, Shreyasi, et al.
Publicado: (2023)
por: Pathak, Shreyasi, et al.
Publicado: (2023)
Navigate Beyond Shortcuts: Debiased Learning through the Lens of Neural Collapse
por: Wang, Yining, et al.
Publicado: (2024)
por: Wang, Yining, et al.
Publicado: (2024)
Learning to Think in Physics: Breaking Shortcut Learning in Scientific Diffusion via Representation Alignment
por: Jia, Haozhe, et al.
Publicado: (2026)
por: Jia, Haozhe, et al.
Publicado: (2026)
Caregiver Talk Shapes Toddler Vision: A Computational Study of Dyadic Play
por: Schaumlöffel, Timothy, et al.
Publicado: (2023)
por: Schaumlöffel, Timothy, et al.
Publicado: (2023)
Evaluation of Randomization through Style Transfer for Enhanced Domain Generalization
por: Eisenhardt, Dustin, et al.
Publicado: (2026)
por: Eisenhardt, Dustin, et al.
Publicado: (2026)
Diagnosing Shortcut-Induced Rigidity in Continual Learning: The Einstellung Rigidity Index (ERI)
por: Gu, Kai, et al.
Publicado: (2025)
por: Gu, Kai, et al.
Publicado: (2025)
Classification of freshwater snails of the genus Radomaniola with multimodal triplet networks
por: Vetter, Dennis, et al.
Publicado: (2024)
por: Vetter, Dennis, et al.
Publicado: (2024)
One Step Diffusion via Shortcut Models
por: Frans, Kevin, et al.
Publicado: (2024)
por: Frans, Kevin, et al.
Publicado: (2024)
Disentangling Content from Style to Overcome Shortcut Learning: A Hybrid Generative-Discriminative Learning Framework
por: Fu, Siming, et al.
Publicado: (2025)
por: Fu, Siming, et al.
Publicado: (2025)
Towards Real Unsupervised Anomaly Detection Via Confident Meta-Learning
por: Aqeel, Muhammad, et al.
Publicado: (2025)
por: Aqeel, Muhammad, et al.
Publicado: (2025)
On-Device Continual Learning for Unsupervised Visual Anomaly Detection in Dynamic Manufacturing
por: Ren, Haoyu, et al.
Publicado: (2025)
por: Ren, Haoyu, et al.
Publicado: (2025)
Disentanglement and Assessment of Shortcuts in Ophthalmological Retinal Imaging Exams
por: Fernandes, Leonor, et al.
Publicado: (2025)
por: Fernandes, Leonor, et al.
Publicado: (2025)
A Second Look on BASS -- Boosting Abstractive Summarization with Unified Semantic Graphs -- A Replication Study
por: Koraş, Osman Alperen, et al.
Publicado: (2024)
por: Koraş, Osman Alperen, et al.
Publicado: (2024)
Provably Better Explanations with Optimized Aggregation of Feature Attributions
por: Decker, Thomas, et al.
Publicado: (2024)
por: Decker, Thomas, et al.
Publicado: (2024)
Patch2Loc: Learning to Localize Patches for Unsupervised Brain Lesion Detection
por: Baker, Hassan, et al.
Publicado: (2025)
por: Baker, Hassan, et al.
Publicado: (2025)
FUN-AD: Fully Unsupervised Learning for Anomaly Detection with Noisy Training Data
por: Im, Jiin, et al.
Publicado: (2024)
por: Im, Jiin, et al.
Publicado: (2024)
Ejemplares similares
-
Shortcut Mitigation via Spurious-Positive Samples
por: Le, Phuong Quynh, et al.
Publicado: (2026) -
An XAI-based Analysis of Shortcut Learning in Neural Networks
por: Le, Phuong Quynh, et al.
Publicado: (2025) -
Is Last Layer Re-Training Truly Sufficient for Robustness to Spurious Correlations?
por: Le, Phuong Quynh, et al.
Publicado: (2023) -
ClearGCD: Mitigating Shortcut Learning For Robust Generalized Category Discovery
por: Lyu, Kailin, et al.
Publicado: (2025) -
Be Persistent: Towards a Unified Solution for Mitigating Shortcuts in Deep Learning
por: Dolatabadi, Hadi M., et al.
Publicado: (2024)