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Contrastive Language-Vision AI Models Pretrained on Web-Scraped Multimodal Data Exhibit Sexual Objectification Bias

21 December 2022

Papers citing "Contrastive Language-Vision AI Models Pretrained on Web-Scraped Multimodal Data Exhibit Sexual Objectification Bias"

39 / 39 papers shown

Title
Person-Centric Annotations of LAION-400M: Auditing Bias and Its Transfer to Models Leander Girrbach Stephan Alaniz Genevieve Smith Trevor Darrell Zeynep Akata 8 0 0 04 Oct 2025
Bias in Gender Bias Benchmarks: How Spurious Features Distort Evaluation Yusuke Hirota Ryo Hachiuma Boyi Li Ximing Lu Michael Ross Boone ... Marco Pavone Yu-Chun Wang Noa Garcia Yuta Nakashima Chao-Han Huck Yang 20 0 0 09 Sep 2025
From Global to Local: Social Bias Transfer in CLIP Ryan Ramos Yusuke Hirota Yuta Nakashima Noa Garcia 20 0 0 25 Aug 2025
Bias Amplification in Stable Diffusion's Representation of Stigma Through Skin Tones and Their Homogeneity Kyra Wilson Sourojit Ghosh Aylin Caliskan 16 0 0 24 Aug 2025
Freeze and Reveal: Exposing Modality Bias in Vision-Language Models Vivek Hruday Kavuri Vysishtya Karanam Venkata Jahnavi Venkamsetty Kriti Madumadukala Lakshmipathi Balaji Darur Ponnurangam Kumaraguru VLM 28 1 0 10 Aug 2025
Ming-Omni: A Unified Multimodal Model for Perception and Generation Inclusion AI Biao Gong Cheng Zou C. Zheng Chunluan Zhou ... Zipeng Feng Zhijiang Fang Zhihao Qiu Ziyuan Huang Z. He MLLM AuLLM 142 4 0 11 Jun 2025
Biases Propagate in Encoder-based Vision-Language Models: A Systematic Analysis From Intrinsic Measures to Zero-shot Retrieval Outcomes Kshitish Ghate Tessa E. S. Charlesworth Mona Diab Aylin Caliskan VLM 63 1 0 06 Jun 2025
A Feature-level Bias Evaluation Framework for Facial Expression Recognition Models Tangzheng Lian Oya Celiktutan 109 0 0 26 May 2025
TEDI: Trustworthy and Ethical Dataset Indicators to Analyze and Compare Dataset Documentation Wiebke Hutiri Mircea Cimpoi M. Scheuerman Victoria Matthews Alice Xiang 229 0 0 23 May 2025
Fragments to Facts: Partial-Information Fragment Inference from LLMs Lucas Rosenblatt Bin Han Robert Wolfe Bill Howe AAML 112 0 0 20 May 2025
Attention IoU: Examining Biases in CelebA using Attention Maps Aaron Serianni Tyler Zhu Olga Russakovsky V. V. Ramaswamy 164 0 0 25 Mar 2025
Hyperbolic Safety-Aware Vision-Language Models Tobia Poppi Tejaswi Kasarla Pascal Mettes Lorenzo Baraldi Rita Cucchiara VLM MU 156 3 0 15 Mar 2025
VisBias: Measuring Explicit and Implicit Social Biases in Vision Language Models Jen-tse Huang Jiantong Qin Jianping Zhang Youliang Yuan Wenxuan Wang Jieyu Zhao VLM 141 4 0 10 Mar 2025
Intrinsic Bias is Predicted by Pretraining Data and Correlates with Downstream Performance in Vision-Language Encoders Kshitish Ghate Isaac Slaughter Kyra Wilson Mona Diab Aylin Caliskan 259 2 0 11 Feb 2025
ML-EAT: A Multilevel Embedding Association Test for Interpretable and Transparent Social Science Robert Wolfe Alexis Hiniker Bill Howe 113 2 0 04 Aug 2024
Grounding and Evaluation for Large Language Models: Practical Challenges and Lessons Learned (Survey) K. Kenthapadi M. Sameki Ankur Taly HILM ELM AILaw 111 20 0 10 Jul 2024
Fairness and Bias in Multimodal AI: A Survey Tosin Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 145 16 0 27 Jun 2024
Who's in and who's out? A case study of multimodal CLIP-filtering in DataComp Rachel Hong William Agnew Tadayoshi Kohno Jamie Morgenstern 129 16 0 13 May 2024
SafetyPrompts: a Systematic Review of Open Datasets for Evaluating and Improving Large Language Model Safety Paul Röttger Fabio Pernisi Bertie Vidgen Dirk Hovy ELM KELM 220 47 0 08 Apr 2024
Reflecting the Male Gaze: Quantifying Female Objectification in 19th and 20th Century Novels Kexin Luo Yue Mao Bei Zhang Sophie Hao 143 1 0 25 Mar 2024
Just Say the Name: Online Continual Learning with Category Names Only via Data Generation Minhyuk Seo Diganta Misra Seongwon Cho Minjae Lee Jonghyun Choi CLL 163 11 0 16 Mar 2024
Examining Gender and Racial Bias in Large Vision-Language Models Using a Novel Dataset of Parallel Images Kathleen C. Fraser S. Kiritchenko 134 52 0 08 Feb 2024
Harm Amplification in Text-to-Image Models Susan Hao Renee Shelby Yuchi Liu Hansa Srinivasan Mukul Bhutani Burcu Karagol Ayan Ryan Poplin Shivani Poddar Sarah Laszlo 151 11 0 01 Feb 2024
Multilingual Text-to-Image Generation Magnifies Gender Stereotypes and Prompt Engineering May Not Help You Felix Friedrich Katharina Hämmerl P. Schramowski Manuel Brack Jindrich Libovický Kristian Kersting Kangyang Luo EGVM 326 15 0 29 Jan 2024
From Bytes to Biases: Investigating the Cultural Self-Perception of Large Language Models Wolfgang Messner Tatum Greene Josephine Matalone 114 7 0 21 Dec 2023
From Google Gemini to OpenAI Q* (Q-Star): A Survey of Reshaping the Generative Artificial Intelligence (AI) Research Landscape Timothy R. McIntosh Teo Susnjak Tong Liu Paul Watters Malka N. Halgamuge 217 64 0 18 Dec 2023
Stable Diffusion Exposed: Gender Bias from Prompt to Image Yankun Wu Yuta Nakashima Noa Garcia 113 24 0 05 Dec 2023
Finetuning Text-to-Image Diffusion Models for Fairness Xudong Shen Chao Du Tianyu Pang Min Lin Yongkang Wong Mohan S. Kankanhalli 159 66 0 11 Nov 2023
'Person' == Light-skinned, Western Man, and Sexualization of Women of Color: Stereotypes in Stable Diffusion Sourojit Ghosh Aylin Caliskan 140 38 0 30 Oct 2023
Pre-trained Speech Processing Models Contain Human-Like Biases that Propagate to Speech Emotion Recognition Isaac Slaughter Craig Greenberg Reva Schwartz Aylin Caliskan 149 7 0 29 Oct 2023
Regulation and NLP (RegNLP): Taming Large Language Models Catalina Goanta Nikolaos Aletras Ilias Chalkidis S. Ranchordas Gerasimos Spanakis AILaw 72 4 0 09 Oct 2023
Biased Attention: Do Vision Transformers Amplify Gender Bias More than Convolutional Neural Networks? Abhishek Mandal Susan Leavy Suzanne Little ViT 147 6 0 15 Sep 2023
Is the U.S. Legal System Ready for AI's Challenges to Human Values? Inyoung Cheong Aylin Caliskan Tadayoshi Kohno SILM ELM AILaw 134 1 0 30 Aug 2023
Trustworthy Representation Learning Across Domains Ronghang Zhu Dongliang Guo Daiqing Qi Zhixuan Chu Xiang Yu Sheng Li FaML AI4TS 143 2 0 23 Aug 2023
AI's Regimes of Representation: A Community-centered Study of Text-to-Image Models in South Asia Rida Qadri Renee Shelby Cynthia L. Bennett Emily Denton 111 83 0 19 May 2023
Fairness in Language Models Beyond English: Gaps and Challenges Krithika Ramesh Sunayana Sitaram Monojit Choudhury 143 25 0 24 Feb 2023
Easily Accessible Text-to-Image Generation Amplifies Demographic Stereotypes at Large Scale Federico Bianchi Pratyusha Kalluri Esin Durmus Faisal Ladhak Myra Cheng Debora Nozza Tatsunori Hashimoto Dan Jurafsky James Zou Aylin Caliskan DiffM VLM 217 363 0 07 Nov 2022
When and why vision-language models behave like bags-of-words, and what to do about it? Mert Yuksekgonul Federico Bianchi Pratyusha Kalluri Dan Jurafsky James Zou VLM CoGe 251 465 0 04 Oct 2022
Contrastive Representation Distillation Yonglong Tian Dilip Krishnan Phillip Isola 711 1,111 0 23 Oct 2019