When More is Less: Incorporating Additional Datasets Can Hurt
Performance By Introducing Spurious Correlations

When More is Less: Incorporating Additional Datasets Can Hurt Performance By Introducing Spurious Correlations

8 August 2023

Rajesh Ranganath

Papers citing "When More is Less: Incorporating Additional Datasets Can Hurt Performance By Introducing Spurious Correlations"

9 / 9 papers shown

Title
DataS^3: Dataset Subset Selection for Specialization Neha Hulkund Alaa Maalouf Levi Cai Daniel Yang T. Wang ... Ken Goldberg Hannah Kerner Irene Chen Yogesh A. Girdhar Sara Beery 23 0 0 22 Apr 2025
Learning to Harmonize Cross-vendor X-ray Images by Non-linear Image Dynamics Correction Yucheng Lu Shunxin Wang Dovile Juodelyte V. Cheplygina MedIm 29 0 0 14 Apr 2025
The Data Addition Dilemma Judy Hanwen Shen Inioluwa Deborah Raji Irene Y. Chen 30 5 0 08 Aug 2024
Mind the Graph When Balancing Data for Fairness or Robustness Jessica Schrouff Alexis Bellot Amal Rannen-Triki Alan Malek Isabela Albuquerque A. Gretton Alexander DÁmour Silvia Chiappa OOD CML 26 1 0 25 Jun 2024
Data Debiasing with Datamodels (D3M): Improving Subgroup Robustness via Data Selection Saachi Jain Kimia Hamidieh Kristian Georgiev Andrew Ilyas Marzyeh Ghassemi Aleksander Madry 33 2 0 24 Jun 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
Copycats: the many lives of a publicly available medical imaging dataset Amelia Jiménez-Sánchez Natalia-Rozalia Avlona Dovile Juodelyte Théo Sourget Caroline Vang-Larsen Anna Rogers Hubert Dariusz Zajkac V. Cheplygina 16 0 0 09 Feb 2024
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 144 368 0 09 May 2020
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 244 35,884 0 25 Aug 2016