On Feature Learning in the Presence of Spurious Correlations

20 October 2022

Papers citing "On Feature Learning in the Presence of Spurious Correlations"

50 / 96 papers shown

Title
LoRA Users Beware: A Few Spurious Tokens Can Manipulate Your Finetuned Model Pradyut Sekhsaria Marcel Mateos Salles Hai Huang Randall Balestriero 15 0 0 13 Jun 2025
Diverse Prototypical Ensembles Improve Robustness to Subpopulation Shift Minh-Son To Paul F RWilson Viet Nguyen Mohamed Harmanani Michael Cooper Fahimeh Fooladgar Purang Abolmaesumi Parvin Mousavi Rahul G. Krishnan 35 0 0 29 May 2025
NeuronTune: Towards Self-Guided Spurious Bias Mitigation Guangtao Zheng Wenqian Ye Aidong Zhang 33 0 0 29 May 2025
Bridging Distribution Shift and AI Safety: Conceptual and Methodological Synergies Chenruo Liu Kenan Tang Yao Qin Qi Lei 31 0 0 28 May 2025
Subgroups Matter for Robust Bias Mitigation A. Alloula Charles Jones Ben Glocker Bartłomiej W. Papież 62 0 0 27 May 2025
Spurious Privacy Leakage in Neural Networks Chenxiang Zhang Jun Pang S. Mauw 44 0 0 26 May 2025
On the Role of Label Noise in the Feature Learning Process Andi Han Wei Huang Zhanpeng Zhou Gang Niu Wuyang Chen Junchi Yan Akiko Takeda Taiji Suzuki NoLa MLT 145 0 0 25 May 2025
SCENIR: Visual Semantic Clarity through Unsupervised Scene Graph Retrieval Nikolaos Chaidos Angeliki Dimitriou Maria Lymperaiou Giorgos Stamou 67 0 0 21 May 2025
Policy Contrastive Decoding for Robotic Foundation Models Shihan Wu Ji Zhang Xu Luo Junlin Xie Jingkuan Song Heng Tao Shen Lianli Gao OffRL 266 0 0 19 May 2025
Class-Conditional Distribution Balancing for Group Robust Classification Miaoyun Zhao Qiang Zhang C. Li 114 1 0 24 Apr 2025
Intermediate Layer Classifiers for OOD generalization Arnas Uselis Seong Joon Oh OOD 182 2 0 07 Apr 2025
Attention IoU: Examining Biases in CelebA using Attention Maps Aaron Serianni Tyler Zhu Olga Russakovsky V. V. Ramaswamy 102 0 0 25 Mar 2025
Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization Xiran Wang Jian Zhang Lei Qi Yinghuan Shi 99 1 0 23 Mar 2025
Gradient Extrapolation for Debiased Representation Learning Ihab Asaad M. Shadaydeh Joachim Denzler 83 0 0 17 Mar 2025
Project-Probe-Aggregate: Efficient Fine-Tuning for Group Robustness B. Zhu Jiequan Cui Haiqi Zhang Chi Zhang 159 0 0 12 Mar 2025
Seal Your Backdoor with Variational Defense Ivan Sabolić Matej Grcić Sinisa Segvic AAML 460 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 105 2 0 10 Mar 2025
Towards Robust ESG Analysis Against Greenwashing Risks: Aspect-Action Analysis with Cross-Category Generalization Keane Ong Rui Mao Deeksha Varshney Min Zhang G. Mengaldo 154 0 0 20 Feb 2025
FairDropout: Using Example-Tied Dropout to Enhance Generalization of Minority Groups Géraldin Nanfack Eugene Belilovsky 122 0 0 10 Feb 2025
Safety Reasoning with Guidelines Haoyu Wang Zeyu Qin Li Shen Xueqian Wang Minhao Cheng Dacheng Tao 178 4 0 06 Feb 2025
Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization Simone Bombari Marco Mondelli 301 0 0 03 Feb 2025
Refining Skewed Perceptions in Vision-Language Models through Visual Representations Haocheng Dai Sarang Joshi VLM 138 0 0 03 Jan 2025
Uncovering Memorization Effect in the Presence of Spurious Correlations Chenyu You Haocheng Dai Yifei Min Jasjeet Sekhon S. Joshi James S. Duncan 159 3 0 01 Jan 2025
Towards Utilising a Range of Neural Activations for Comprehending Representational Associations Laura O'Mahony Nikola S. Nikolov David JP O'Sullivan 148 0 0 15 Nov 2024
On the Surprising Effectiveness of Attention Transfer for Vision Transformers Alexander C. Li Yuandong Tian Bin Chen Deepak Pathak Xinlei Chen 75 3 0 14 Nov 2024
Impact of Label Noise on Learning Complex Features Rahul Vashisht P. Krishna Kumar Harsha Vardhan Govind H. G. Ramaswamy NoLa 62 0 0 07 Nov 2024
RaVL: Discovering and Mitigating Spurious Correlations in Fine-Tuned Vision-Language Models Maya Varma Jean-Benoit Delbrouck Zhihong Chen Akshay S. Chaudhari C. Langlotz VLM 116 9 0 06 Nov 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 136 9 0 27 Oct 2024
WASP: A Weight-Space Approach to Detecting Learned Spuriousness Cristian Daniel Păduraru Antonio Bărbălău Radu Filipescu Andrei Liviu Nicolicioiu Elena Burceanu 61 0 0 24 Oct 2024
Optimizing importance weighting in the presence of sub-population shifts Floris Holstege Bram Wouters Noud van Giersbergen C. Diks 88 0 0 18 Oct 2024
In-context Learning in Presence of Spurious Correlations Hrayr Harutyunyan R. Darbinyan Samvel Karapetyan Hrant Khachatrian LRM 88 1 0 04 Oct 2024
Not Only the Last-Layer Features for Spurious Correlations: All Layer Deep Feature Reweighting Humza Wajid Hameed Géraldin Nanfack Eugene Belilovsky 72 1 0 23 Sep 2024
Are Sparse Neural Networks Better Hard Sample Learners? Q. Xiao Boqian Wu Lu Yin Christopher Neil Gadzinski Tianjin Huang Mykola Pechenizkiy Decebal Constantin Mocanu 85 1 0 13 Sep 2024
UnLearning from Experience to Avoid Spurious Correlations Jeff Mitchell Jesús Martínez del Rincón Niall McLaughlin 94 1 0 04 Sep 2024
Top Score on the Wrong Exam: On Benchmarking in Machine Learning for Vulnerability Detection Niklas Risse Marcel Bohme Marcel Böhme 114 7 0 23 Aug 2024
Say My Name: a Model's Bias Discovery Framework Massimiliano Ciranni Luca Molinaro C. Barbano Attilio Fiandrotti Vittorio Murino Vito Paolo Pastore Enzo Tartaglione 95 3 0 18 Aug 2024
On the Generalization of Preference Learning with DPO Shawn Im Yixuan Li 75 2 0 06 Aug 2024
Out of spuriousity: Improving robustness to spurious correlations without group annotations Phuong Quynh Le Jorg Schlotterer Christin Seifert CML OOD 65 2 0 20 Jul 2024
The Group Robustness is in the Details: Revisiting Finetuning under Spurious Correlations Tyler LaBonte John C. Hill Xinchen Zhang Vidya Muthukumar Abhishek Kumar AAML 72 2 0 19 Jul 2024
Interpretability in Action: Exploratory Analysis of VPT, a Minecraft Agent Karolis Jucys George Adamopoulos Mehrab Hamidi Stephanie Milani Mohammad Reza Samsami Artem Zholus Sonia Joseph Blake A. Richards Irina Rish Özgür Simsek 80 3 0 16 Jul 2024
Quantifying Spuriousness of Biased Datasets Using Partial Information Decomposition Barproda Halder Faisal Hamman Pasan Dissanayake Qiuyi Zhang Ilia Sucholutsky Sanghamitra Dutta 85 2 0 29 Jun 2024
Not Eliminate but Aggregate: Post-Hoc Control over Mixture-of-Experts to Address Shortcut Shifts in Natural Language Understanding Ukyo Honda Tatsushi Oka Peinan Zhang Masato Mita 85 1 0 17 Jun 2024
Spuriousness-Aware Meta-Learning for Learning Robust Classifiers Guangtao Zheng Wenqian Ye Aidong Zhang 103 3 0 15 Jun 2024
Domain Generalization Guided by Large-Scale Pre-Trained Priors Zongbin Wang Bin Pan Shiyu Shen Tianyang Shi Zhenwei Shi AI4CE 118 0 0 09 Jun 2024
Sharpness-Aware Minimization Enhances Feature Quality via Balanced Learning Jacob Mitchell Springer Vaishnavh Nagarajan Aditi Raghunathan 120 6 0 30 May 2024
Learning Robust Classifiers with Self-Guided Spurious Correlation Mitigation Guangtao Zheng Wenqian Ye Aidong Zhang 72 7 0 06 May 2024
Improving Group Robustness on Spurious Correlation Requires Preciser Group Inference Yujin Han Difan Zou AAML 100 4 0 22 Apr 2024
IMO: Greedy Layer-Wise Sparse Representation Learning for Out-of-Distribution Text Classification with Pre-trained Models Tao Feng Zhuang Li Zhuang Li Haolan Zhan Yuncheng Hua Gholamreza Haffari VLM 92 1 0 21 Apr 2024
Looking Beyond What You See: An Empirical Analysis on Subgroup Intersectional Fairness for Multi-label Chest X-ray Classification Using Social Determinants of Racial Health Inequities Dana Moukheiber S. Mahindre L. Moukheiber Mira Moukheiber Mingchen Gao 97 2 0 27 Mar 2024
Are Compressed Language Models Less Subgroup Robust? Leonidas Gee Andrea Zugarini Novi Quadrianto 71 1 0 26 Mar 2024