Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation

29 February 2024

Papers citing "Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation"

9 / 9 papers shown

Title
Leveraging Text-to-Image Generation for Handling Spurious Correlation Aryan Yazdan Parast Basim Azam Naveed Akhtar 34 0 0 21 Mar 2025
Escaping Plato's Cave: Robust Conceptual Reasoning through Interpretable 3D Neural Object Volumes Nhi Pham Bernt Schiele Adam Kortylewski Jonas Fischer 51 0 0 17 Mar 2025
Seeing What's Not There: Spurious Correlation in Multimodal LLMs Parsa Hosseini Sumit Nawathe Mazda Moayeri S. Balasubramanian S. Feizi LRM 41 1 0 11 Mar 2025
Trained Models Tell Us How to Make Them Robust to Spurious Correlation without Group Annotation Mahdi Ghaznavi Hesam Asadollahzadeh Fahimeh Hosseini Noohdani Soroush Vafaie Tabar Hosein Hasani Taha Akbari Alvanagh M. Rohban M. Baghshah 22 0 0 07 Oct 2024
Simple and Fast Group Robustness by Automatic Feature Reweighting Shi Qiu Andres Potapczynski Pavel Izmailov A. Wilson OOD 49 53 0 19 Jun 2023
Discover and Cure: Concept-aware Mitigation of Spurious Correlation Shirley Wu Mert Yuksekgonul Linjun Zhang James Y. Zou 65 54 0 01 May 2023
Masked Images Are Counterfactual Samples for Robust Fine-tuning Yao Xiao Ziyi Tang Pengxu Wei Cong Liu Liang Lin 47 16 0 06 Mar 2023
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 144 368 0 09 May 2020
Out-of-Distribution Generalization via Risk Extrapolation (REx) David M. Krueger Ethan Caballero J. Jacobsen Amy Zhang Jonathan Binas Dinghuai Zhang Rémi Le Priol Aaron Courville OOD 215 888 0 02 Mar 2020