Chroma-VAE: Mitigating Shortcut Learning with Generative Classifiers

Chroma-VAE: Mitigating Shortcut Learning with Generative Classifiers

28 November 2022

Polina Kirichenko

Papers citing "Chroma-VAE: Mitigating Shortcut Learning with Generative Classifiers"

12 / 12 papers shown

Title
Gaze-Guided Learning: Avoiding Shortcut Bias in Visual Classification Jiahang Li Shibo Xue Yong Su 28 0 0 08 Apr 2025
Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings M. Nori Il Kim CLL 39 3 0 28 Oct 2024
Exploiting Supervised Poison Vulnerability to Strengthen Self-Supervised Defense Jeremy A. Styborski Mingzhi Lyu Y. Huang Adams Kong 32 0 0 13 Sep 2024
Improving Adversarial Robustness in Android Malware Detection by Reducing the Impact of Spurious Correlations Hamid Bostani Zhengyu Zhao Veelasha Moonsamy AAML 26 0 0 27 Aug 2024
Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation Fahimeh Hosseini Noohdani Parsa Hosseini Aryan Yazdan Parast Hamidreza Yaghoubi Araghi M. Baghshah CoGe OOD 26 6 0 29 Feb 2024
Spurious Correlations in Machine Learning: A Survey Wenqian Ye Guangtao Zheng Xu Cao Yunsheng Ma Aidong Zhang OOD AAML CML 34 33 0 20 Feb 2024
Mitigating Simplicity Bias in Deep Learning for Improved OOD Generalization and Robustness Bhavya Vasudeva Kameron Shahabi Vatsal Sharan 27 2 0 09 Oct 2023
Simple and Fast Group Robustness by Automatic Feature Reweighting Shi Qiu Andres Potapczynski Pavel Izmailov A. Wilson OOD 62 53 0 19 Jun 2023
Shortcut Detection with Variational Autoencoders Nicolas M. Muller Simon Roschmann Shahbaz Khan Philip Sperl Konstantin Böttinger AAML DRL 24 1 0 08 Feb 2023
Learning Data Representations with Joint Diffusion Models Kamil Deja Tomasz Trzciñski Jakub M. Tomczak DiffM 17 15 0 31 Jan 2023
Diversify and Disambiguate: Learning From Underspecified Data Yoonho Lee Huaxiu Yao Chelsea Finn 203 64 0 07 Feb 2022
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 144 369 0 09 May 2020