CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?

CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?

7 March 2024

Ibrahim M. Alabdulmohsin

Andreas Steiner

Alexander DÁmour

Papers citing "CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?"

11 / 11 papers shown

Title
BIOMEDICA: An Open Biomedical Image-Caption Archive, Dataset, and Vision-Language Models Derived from Scientific Literature Alejandro Lozano Min Woo Sun James Burgess Liangyu Chen Jeffrey Nirschl ... Xiaohan Wang Yuhui Zhang Alfred Seunghoon Song Robert Tibshirani Serena Yeung-Levy LM&MA VLM MedIm 70 8 0 13 Jan 2025
Mind the Graph When Balancing Data for Fairness or Robustness Jessica Schrouff Alexis Bellot Amal Rannen-Triki Alan Malek Isabela Albuquerque Arthur Gretton Alexander DÁmour Silvia Chiappa OOD CML 51 1 0 25 Jun 2024
Revisiting Neural Scaling Laws in Language and Vision Ibrahim M. Alabdulmohsin Behnam Neyshabur Xiaohua Zhai 159 102 0 13 Sep 2022
Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search Jialu Wang Yang Liu Qing Guo FaML 157 94 0 12 Sep 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,796 0 24 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 331 3,708 0 11 Feb 2021
Improving the Fairness of Deep Generative Models without Retraining Shuhan Tan Yujun Shen Bolei Zhou 183 59 0 09 Dec 2020
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 152 371 0 09 May 2020
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 326 4,223 0 23 Aug 2019
Learning Adversarially Fair and Transferable Representations David Madras Elliot Creager T. Pitassi R. Zemel FaML 233 674 0 17 Feb 2018
A statistical framework for fair predictive algorithms K. Lum J. Johndrow FaML 177 104 0 25 Oct 2016