Spawrious: A Benchmark for Fine Control of Spurious Correlation Biases

9 March 2023

Papers citing "Spawrious: A Benchmark for Fine Control of Spurious Correlation Biases"

30 / 30 papers shown

Title
Corner Cases: How Size and Position of Objects Challenge ImageNet-Trained Models Mishal Fatima Steffen Jung M. Keuper 45 0 0 06 May 2025
Diversity-Driven Learning: Tackling Spurious Correlations and Data Heterogeneity in Federated Models Gergely Németh Eros Fani Yeat Jeng Ng Barbara Caputo M. Lozano Nuria Oliver Novi Quadrianto FedML 36 0 0 15 Apr 2025
On Background Bias of Post-Hoc Concept Embeddings in Computer Vision DNNs Gesina Schwalbe Georgii Mikriukov Edgar Heinert Stavros Gerolymatos Mert Keser Alois Knoll Matthias Rottmann Annika Mütze 36 0 0 11 Apr 2025
Teaching Humans Subtle Differences with DIFFusion Mia Chiquier Orr Avrech Yossi Gandelsman Berthy Feng Katherine Bouman Carl Vondrick DiffM 51 0 0 10 Apr 2025
Like Oil and Water: Group Robustness Methods and Poisoning Defenses May Be at Odds Michael-Andrei Panaitescu-Liess Yigitcan Kaya Sicheng Zhu Furong Huang Tudor Dumitras AAML 37 0 0 02 Apr 2025
Do Vision Models Develop Human-Like Progressive Difficulty Understanding? Zeyi Huang Utkarsh Ojha Yuyang Ji Donghyun Lee Yong Jae Lee OOD VLM Presented at ResearchTrend Connect \| VLM on 07 May 2025 109 0 1 17 Mar 2025
MegaCOIN: Enhancing Medium-Grained Color Perception for Vision-Language Models Ming-Chang Chiu Shicheng Wen Pin-Yu Chen Xuezhe Ma 82 0 0 05 Dec 2024
WASP: A Weight-Space Approach to Detecting Learned Spuriousness Cristian Daniel Păduraru Antonio Bărbălău Radu Filipescu Andrei Liviu Nicolicioiu Elena Burceanu 30 0 0 24 Oct 2024
Visual Data Diagnosis and Debiasing with Concept Graphs Rwiddhi Chakraborty Yinong Wang Jialu Gao Runkai Zheng Cheng Zhang Fernando de la Torre 37 2 0 26 Sep 2024
Navigating the Shortcut Maze: A Comprehensive Analysis of Shortcut Learning in Text Classification by Language Models Yuqing Zhou Ruixiang Tang Ziyu Yao Ziwei Zhu 42 2 0 26 Sep 2024
UnLearning from Experience to Avoid Spurious Correlations Jeff Mitchell Jesús Martínez del Rincón Niall McLaughlin 38 0 0 04 Sep 2024
Antibody DomainBed: Out-of-Distribution Generalization in Therapeutic Protein Design Natavsa Tagasovska Ji Won Park Matthieu Kirchmeyer Nathan C. Frey Andrew Watkins ... Arian R. Jamasb Edith Lee Tyler Bryson Stephen Ra Kyunghyun Cho OOD 44 6 0 15 Jul 2024
Quantifying Spuriousness of Biased Datasets Using Partial Information Decomposition Barproda Halder Faisal Hamman Pasan Dissanayake Qiuyi Zhang Ilia Sucholutsky Sanghamitra Dutta 46 2 0 29 Jun 2024
A Multimodal Automated Interpretability Agent Tamar Rott Shaham Sarah Schwettmann Franklin Wang Achyuta Rajaram Evan Hernandez Jacob Andreas Antonio Torralba 39 18 0 22 Apr 2024
A Survey on Evaluation of Out-of-Distribution Generalization Han Yu Jiashuo Liu Xingxuan Zhang Jiayun Wu Peng Cui OOD 47 8 0 04 Mar 2024
Spurious Correlations in Machine Learning: A Survey Wenqian Ye Guangtao Zheng Xu Cao Yunsheng Ma Aidong Zhang OOD AAML CML 39 35 0 20 Feb 2024
Robustness May be More Brittle than We Think under Different Degrees of Distribution Shifts Kaican Li Yifan Zhang Lanqing Hong Zhenguo Li Nevin L. Zhang OOD 41 0 0 10 Oct 2023
COCO-Counterfactuals: Automatically Constructed Counterfactual Examples for Image-Text Pairs Tiep Le Vasudev Lal Phillip Howard DiffM 39 21 0 23 Sep 2023
Challenges and Opportunities in Improving Worst-Group Generalization in Presence of Spurious Features S. Joshi Yu Yang Yihao Xue Wenhan Yang Baharan Mirzasoleiman 44 2 0 21 Jun 2023
Rethinking the Evaluation Protocol of Domain Generalization Han Yu Xingxuan Zhang Renzhe Xu Jiashuo Liu Yue He Peng Cui OOD 35 7 0 24 May 2023
TTIDA: Controllable Generative Data Augmentation via Text-to-Text and Text-to-Image Models Yuwei Yin Jean Kaddour Xiang Zhang Yixin Nie Zhenguang Liu Lingpeng Kong Qi Liu DiffM 34 9 0 18 Apr 2023
The MiniPile Challenge for Data-Efficient Language Models Jean Kaddour MoE ALM 26 40 0 17 Apr 2023
ID and OOD Performance Are Sometimes Inversely Correlated on Real-world Datasets Damien Teney Yong Lin Seong Joon Oh Ehsan Abbasnejad OOD 391 47 0 01 Sep 2022
Diverse Weight Averaging for Out-of-Distribution Generalization Alexandre Ramé Matthieu Kirchmeyer Thibaud Rahier A. Rakotomamonjy Patrick Gallinari Matthieu Cord OOD 199 128 0 19 May 2022
A Fine-Grained Analysis on Distribution Shift Olivia Wiles Sven Gowal Florian Stimberg Sylvestre-Alvise Rebuffi Ira Ktena Krishnamurthy Dvijotham A. Cemgil OOD 233 203 0 21 Oct 2021
Meta Learning on a Sequence of Imbalanced Domains with Difficulty Awareness Zhenyi Wang Tiehang Duan Le Fang Qiuling Suo Mingchen Gao 196 18 0 29 Sep 2021
Causal Effect Inference for Structured Treatments Jean Kaddour Yuchen Zhu Qi Liu Matt J. Kusner Ricardo M. A. Silva CML 182 50 0 03 Jun 2021
SWAD: Domain Generalization by Seeking Flat Minima Junbum Cha Sanghyuk Chun Kyungjae Lee Han-Cheol Cho Seunghyun Park Yunsung Lee Sungrae Park MoMe 216 424 0 17 Feb 2021
Does Invariant Risk Minimization Capture Invariance? Pritish Kamath Akilesh Tangella Danica J. Sutherland Nathan Srebro OOD 206 125 0 04 Jan 2021
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 215 907 0 02 Mar 2020