Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

6 April 2022

Papers citing "Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations"

50 / 238 papers shown

Title
Fine-Grained Bias Exploration and Mitigation for Group-Robust Classification Miaoyun Zhao Qiang Zhang C. Li 31 0 0 11 May 2025
Brain Hematoma Marker Recognition Using Multitask Learning: SwinTransformer and Swin-Unet Kodai Hirata Tsuyoshi Okita ViT 43 0 0 09 May 2025
Corner Cases: How Size and Position of Objects Challenge ImageNet-Trained Models Mishal Fatima Steffen Jung M. Keuper 40 0 0 06 May 2025
Class-Conditional Distribution Balancing for Group Robust Classification Miaoyun Zhao Qiang Zhang C. Li 67 1 0 24 Apr 2025
An XAI-based Analysis of Shortcut Learning in Neural Networks Phuong Quynh Le Jorg Schlotterer Christin Seifert AAML 29 0 0 22 Apr 2025
MiMu: Mitigating Multiple Shortcut Learning Behavior of Transformers Lili Zhao Qi Liu Wei-neng Chen Lu Chen R.-H. Sun Min Hou Yang Wang Shijin Wang 28 0 0 14 Apr 2025
Are We Done with Object-Centric Learning? Alexander Rubinstein Ameya Prabhu Matthias Bethge Seong Joon Oh OCL 631 0 0 09 Apr 2025
Intermediate Layer Classifiers for OOD generalization Arnas Uselis Seong Joon Oh OOD 53 0 0 07 Apr 2025
Severing Spurious Correlations with Data Pruning Varun Mulchandani Jung-Eun Kim 150 0 0 24 Mar 2025
Leveraging Text-to-Image Generation for Handling Spurious Correlation Aryan Yazdan Parast Basim Azam Naveed Akhtar 42 0 0 21 Mar 2025
Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language Models Davide Berasi Matteo Farina Massimiliano Mancini Elisa Ricci Nicola Strisciuglio CoGe 68 0 0 21 Mar 2025
Group-robust Machine Unlearning Thomas De Min Subhankar Roy Stéphane Lathuilière Elisa Ricci Massimiliano Mancini MU OOD 77 0 0 12 Mar 2025
Project-Probe-Aggregate: Efficient Fine-Tuning for Group Robustness B. Zhu Jiequan Cui Hanwang Zhang Chi Zhang 85 0 0 12 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
Debiased Prompt Tuning in Vision-Language Model without Annotations Chaoquan Jiang Yunfan Yang Rui Hu Jitao Sang VLM 57 0 0 11 Mar 2025
Group-robust Sample Reweighting for Subpopulation Shifts via Influence Functions Rui Qiao Zhaoxuan Wu Jingtan Wang Pang Wei Koh Bryan Kian Hsiang Low OOD 53 2 0 10 Mar 2025
Feature Space Perturbation: A Panacea to Enhanced Transferability Estimation Prafful Kumar Khoba Zijian Wang Chetan Arora Mahsa Baktashmotlagh AAML 40 0 0 23 Feb 2025
Trustworthy AI on Safety, Bias, and Privacy: A Survey Xingli Fang Jianwei Li Varun Mulchandani Jung-Eun Kim 45 0 0 11 Feb 2025
FairDropout: Using Example-Tied Dropout to Enhance Generalization of Minority Groups Géraldin Nanfack Eugene Belilovsky 59 0 0 10 Feb 2025
Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization Simone Bombari Marco Mondelli 124 0 0 03 Feb 2025
Sebra: Debiasing Through Self-Guided Bias Ranking Adarsh Kappiyath Abhra Chaudhuri Ajay Jaiswal Ziquan Liu Yunpeng Li Xiatian Zhu L. Yin CML 113 1 1 30 Jan 2025
Refining Skewed Perceptions in Vision-Language Models through Visual Representations Haocheng Dai Sarang Joshi VLM 74 0 0 03 Jan 2025
The Silent Majority: Demystifying Memorization Effect in the Presence of Spurious Correlations Chenyu You Haocheng Dai Yifei Min Jasjeet Sekhon S. Joshi James S. Duncan 65 2 0 01 Jan 2025
Re-evaluating Group Robustness via Adaptive Class-Specific Scaling Seonguk Seo Bohyung Han 83 0 0 19 Dec 2024
The Pitfalls of Memorization: When Memorization Hurts Generalization Reza Bayat Mohammad Pezeshki Elvis Dohmatob David Lopez-Paz Pascal Vincent OOD 105 3 0 10 Dec 2024
On the Surprising Effectiveness of Spectrum Clipping in Learning Stable Linear Dynamics Hanyao Guo Yunhai Han Harish Ravichandar 81 0 0 02 Dec 2024
Multi-View Incongruity Learning for Multimodal Sarcasm Detection Diandian Guo Cong Cao Fangfang Yuan Yanbing Liu Guangjie Zeng Xiaoyan Yu Hao Peng Philip S. Yu 70 1 0 01 Dec 2024
Scalable Out-of-distribution Robustness in the Presence of Unobserved Confounders Parjanya Prashant Seyedeh Baharan Khatami Bruno Ribeiro Babak Salimi 81 0 0 29 Nov 2024
Dual Risk Minimization: Towards Next-Level Robustness in Fine-tuning Zero-Shot Models Kaican Li Weiyan Xie Yongxiang Huang Didan Deng Lanqing Hong ZeLin Li Ricardo Silva N. Zhang 71 0 0 29 Nov 2024
DoubleCCA: Improving Foundation Model Group Robustness with Random Sentence Embeddings Hong Liu Yitong Lu 73 0 0 25 Nov 2024
Layer Pruning with Consensus: A Triple-Win Solution Leandro Giusti Mugnaini Carolina Tavares Duarte Anna H. Reali Costa Artur Jordao 73 0 0 21 Nov 2024
Joint Vision-Language Social Bias Removal for CLIP Haoyu Zhang Yangyang Guo Mohan S. Kankanhalli VLM 67 0 0 19 Nov 2024
MaskMedPaint: Masked Medical Image Inpainting with Diffusion Models for Mitigation of Spurious Correlations Qixuan Jin Walter Gerych Marzyeh Ghassemi DiffM MedIm 33 0 0 16 Nov 2024
Towards Utilising a Range of Neural Activations for Comprehending Representational Associations Laura O'Mahony Nikola S. Nikolov David JP O'Sullivan 28 0 0 15 Nov 2024
Enhancing generalization in high energy physics using white-box adversarial attacks Franck Rothen Samuel Klein Matthew Leigh T. Golling AAML 31 1 0 14 Nov 2024
Mitigating Spurious Correlations via Disagreement Probability Hyeonggeun Han Sehwan Kim Hyungjun Joo Sangwoo Hong Jungwoo Lee 36 1 0 04 Nov 2024
Debiasify: Self-Distillation for Unsupervised Bias Mitigation Nourhan Bayasi Jamil Fayyad Ghassan Hamarneh Rafeef Garbi H. Najjaran 35 0 0 01 Nov 2024
A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective Yeonsung Jung Jaeyun Song J. Yang Jin-Hwa Kim Sung-Yub Kim Eunho Yang 40 2 0 01 Nov 2024
Effective Guidance for Model Attention with Simple Yes-no Annotations Seongmin Lee Ali Payani Duen Horng Chau FAtt 45 0 0 29 Oct 2024
Where Do Large Learning Rates Lead Us? Ildus Sadrtdinov M. Kodryan Eduard Pokonechny E. Lobacheva Dmitry Vetrov AI4CE 34 0 0 29 Oct 2024
FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion Zhenheng Tang Yonggang Zhang Peijie Dong Y. Cheung Amelie Chi Zhou Bo Han Xiaowen Chu FedML MoMe AI4CE 49 6 0 27 Oct 2024
Optimizing importance weighting in the presence of sub-population shifts Floris Holstege Bram Wouters Noud van Giersbergen C. Diks 26 0 0 18 Oct 2024
Debiasing Vison-Language Models with Text-Only Training Yunfan Yang Chaoquan Jiang Zhiyu Lin Jinlin Xiao Jiaming Zhang Jitao Sang VLM 28 1 0 12 Oct 2024
Distributionally robust self-supervised learning for tabular data Shantanu Ghosh Tiankang Xie Mikhail Kuznetsov OOD 21 1 0 11 Oct 2024
Compositional Risk Minimization Divyat Mahajan Mohammad Pezeshki Ioannis Mitliagkas Kartik Ahuja Pascal Vincent Pascal Vincent 26 3 0 08 Oct 2024
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 32 0 0 07 Oct 2024
Adjusting Pretrained Backbones for Performativity Berker Demirel Lingjing Kong Anton van den Hengel Theofanis Karaletsos Celestine Mendler-Dünner Francesco Locatello KELM 19 0 0 06 Oct 2024
In-context Learning in Presence of Spurious Correlations Hrayr Harutyunyan R. Darbinyan Samvel Karapetyan Hrant Khachatrian LRM 48 1 0 04 Oct 2024
OOD-Chameleon: Is Algorithm Selection for OOD Generalization Learnable? Liangze Jiang Damien Teney OODD OOD 28 1 0 03 Oct 2024
Efficient Bias Mitigation Without Privileged Information Mateo Espinosa Zarlenga Swami Sankaranarayanan Jerone T. A. Andrews Z. Shams M. Jamnik Alice Xiang 36 3 0 26 Sep 2024