Fairness and Bias in Multimodal AI: A Survey

27 June 2024

Papers citing "Fairness and Bias in Multimodal AI: A Survey"

22 / 22 papers shown

Title
Building Trustworthy Multimodal AI: A Review of Fairness, Transparency, and Ethics in Vision-Language Tasks Mohammad Saleha Azadeh Tabatabaeib 31 0 0 14 Apr 2025
Data Bias According to Bipol: Men are Naturally Right and It is the Role of Women to Follow Their Lead Irene Pagliai G. V. Boven Tosin P. Adewumi Lama Alkhaled Namrata Gurung Isabella Sodergren Elisa Barney 16 1 0 07 Apr 2024
The Falcon Series of Open Language Models Ebtesam Almazrouei Hamza Alobeidli Abdulaziz Alshamsi Alessandro Cappelli Ruxandra-Aimée Cojocaru ... Quentin Malartic Daniele Mazzotta Badreddine Noune B. Pannier Guilherme Penedo AI4TS ALM 97 218 0 28 Nov 2023
Bipol: A Novel Multi-Axes Bias Evaluation Metric with Explainability for NLP Lama Alkhaled Tosin P. Adewumi Sana Sabah Sabry 12 7 0 08 Apr 2023
MEDFAIR: Benchmarking Fairness for Medical Imaging Yongshuo Zong Yongxin Yang Timothy M. Hospedales OOD 36 45 0 04 Oct 2022
Bias at a Second Glance: A Deep Dive into Bias for German Educational Peer-Review Data Modeling Thiemo Wambsganss Vinitra Swamy Roman Rietsche Tanja Kaser 24 8 0 21 Sep 2022
Large Language Models are Few-Shot Clinical Information Extractors Monica Agrawal S. Hegselmann Hunter Lang Yoon Kim David Sontag BDL LM&MA 138 230 0 25 May 2022
Crossmodal-3600: A Massively Multilingual Multimodal Evaluation Dataset Ashish V. Thapliyal Jordi Pont-Tuset Xi Chen Radu Soricut VGen 41 42 0 25 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 288 2,712 0 24 May 2022
"I'm sorry to hear that": Finding New Biases in Language Models with a Holistic Descriptor Dataset Eric Michael Smith Melissa Hall Melanie Kambadur Eleonora Presani Adina Williams 33 103 0 18 May 2022
Gender and Racial Bias in Visual Question Answering Datasets Yusuke Hirota Yuta Nakashima Noa Garcia FaML 103 36 0 17 May 2022
On Guiding Visual Attention with Language Specification Suzanne Petryk Lisa Dunlap Keyan Nasseri Joseph E. Gonzalez Trevor Darrell Anna Rohrbach VLM 167 23 1 17 Feb 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 375 2,713 0 28 Jan 2022
BBQ: A Hand-Built Bias Benchmark for Question Answering Alicia Parrish Angelica Chen Nikita Nangia Vishakh Padmakumar Jason Phang Jana Thompson Phu Mon Htut Sam Bowman 192 235 0 15 Oct 2021
WIT: Wikipedia-based Image Text Dataset for Multimodal Multilingual Machine Learning Krishna Srinivasan K. Raman Jiecao Chen Michael Bendersky Marc Najork VLM 172 239 0 02 Mar 2021
Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP Timo Schick Sahana Udupa Hinrich Schütze 243 308 0 28 Feb 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 253 3,790 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 288 2,875 0 11 Feb 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 220 1,508 0 31 Dec 2020
The Woman Worked as a Babysitter: On Biases in Language Generation Emily Sheng Kai-Wei Chang Premkumar Natarajan Nanyun Peng 190 529 0 03 Sep 2019
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 280 3,347 0 23 Aug 2019
VoxCeleb2: Deep Speaker Recognition Joon Son Chung Arsha Nagrani Andrew Zisserman 195 1,954 0 14 Jun 2018