Bias in Multimodal AI: Testbed for Fair Automatic Recruitment

15 April 2020

Alejandro Peña

Ignacio Serna

Aythami Morales

Julian Fierrez

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Papers citing "Bias in Multimodal AI: Testbed for Fair Automatic Recruitment"

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Title
Synthetic CVs To Build and Test Fairness-Aware Hiring Tools Jorge Saldivar Anna Gatzioura Carlos Castillo SyDa 100 1 0 28 Aug 2025
Addressing Bias in LLMs: Strategies and Application to Fair AI-based Recruitment Alejandro Peña Julian Fierrez Aythami Morales Gonzalo Mancera Miguel Lopez Ruben Tolosana 138 6 0 13 Jun 2025
Behind the Screens: Uncovering Bias in AI-Driven Video Interview Assessments Using Counterfactuals Dena F. Mujtaba Nihar R. Mahapatra 236 0 0 17 May 2025
More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Mounia Drissi 145 0 0 23 Dec 2024
A Review of Multimodal Explainable Artificial Intelligence: Past, Present and Future Shilin Sun Wenbin An Feng Tian Fang Nan Qidong Liu Jing Liu N. Shah Ping Chen 316 19 0 18 Dec 2024
FaceX: Understanding Face Attribute Classifiers through Summary Model ExplanationsInternational Conference on Multimedia Retrieval (ICMR), 2024 Ioannis Sarridis C. Koutlis Symeon Papadopoulos Christos Diou CVBM 226 1 0 10 Dec 2024
BiasEye: A Bias-Aware Real-time Interactive Material Screening System for Impartial Candidate Assessment Qianyu Liu Haoran Jiang Zihao Pan Qiushi Han Zhenhui Peng Quan Li 209 8 0 14 Feb 2024
A Survey on Safe Multi-Modal Learning System Tianyi Zhao Liangliang Zhang Yao Ma Lu Cheng 443 21 0 08 Feb 2024
Identifying and Improving Disability Bias in GPT-Based Resume ScreeningConference on Fairness, Accountability and Transparency (FAccT), 2024 Kate Glazko Yusuf Mohammed Ben Kosa Venkatesh Potluri Jennifer Mankoff 193 62 0 28 Jan 2024
Interrogating AI: Characterizing Emergent Playful Interactions with ChatGPT Mohammad Ronagh Nikghalb Jinghui Cheng 216 8 0 16 Jan 2024
"I'm Not Confident in Debiasing AI Systems Since I Know Too Little": Teaching AI Creators About Gender Bias Through Hands-on Tutorials Kyrie Zhixuan Zhou Jiaxun Cao Xiaowen Yuan Daniel E. Weissglass Zachary Kilhoffer M. Sanfilippo Xin Tong FaML 134 5 0 15 Sep 2023
A Comprehensive Survey of Artificial Intelligence Techniques for Talent AnalyticsProceedings of the IEEE (Proc. IEEE), 2023 Chuan Qin Le Zhang Yihang Cheng Rui Zha Dazhong Shen ... Xi Chen Ying Sun Chen Zhu Hengshu Zhu Hui Xiong 204 59 0 03 Jul 2023
Human-Centric Multimodal Machine Learning: Recent Advances and Testbed on AI-based RecruitmentSN Computer Science (SN Comput. Sci.), 2023 Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez Alfonso Ortega Ainhoa Herrarte Manuel Alcántara J. Ortega-Garcia FaML 156 51 0 13 Feb 2023
A Review on Explainability in Multimodal Deep Neural NetsIEEE Access (IEEE Access), 2021 Gargi Joshi Rahee Walambe K. Kotecha 305 169 0 17 May 2021
Balancing Biases and Preserving Privacy on Balanced Faces in the WildIEEE Transactions on Image Processing (TIP), 2021 Joseph P. Robinson Can Qin Yann Henon Samson Timoner Y. Fu 378 30 0 16 Mar 2021
A Comprehensive Study on Face Recognition Biases Beyond DemographicsIEEE Transactions on Technology and Society (IEEE TTS), 2021 Philipp Terhörst Jan Niklas Kolf Marco Huber Florian Kirchbuchner Naser Damer Aythami Morales Julian Fierrez Arjan Kuijper 160 134 0 02 Mar 2021
Fusing CNNs and statistical indicators to improve image classificationInformation Fusion (Inf. Fusion), 2020 Javier Huertas-Tato Alejandro Martín Julián Fierrez David Camacho 186 42 0 20 Dec 2020
Symbolic AI for XAI: Evaluating LFIT Inductive Programming for Fair and Explainable Automatic Recruitment Alfonso Ortega Julian Fierrez Aythami Morales Zilong Wang Tony Ribeiro 197 14 0 01 Dec 2020
Multimodal Research in Vision and Language: A Review of Current and Emerging Trends Shagun Uppal Sarthak Bhagat Devamanyu Hazarika Navonil Majumdar Soujanya Poria Roger Zimmermann Amir Zadeh 245 6 0 19 Oct 2020
Learning Emotional-Blinded Face RepresentationsInternational Conference on Pattern Recognition (ICPR), 2020 Alejandro Peña Julian Fierrez Àgata Lapedriza Aythami Morales CVBM 116 14 0 18 Sep 2020
FairCVtest Demo: Understanding Bias in Multimodal Learning with a Testbed in Fair Automatic RecruitmentInternational Conference on Multimodal Interaction (ICMI), 2020 Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez FaML 85 13 0 12 Sep 2020
SensitiveLoss: Improving Accuracy and Fairness of Face Representations with Discrimination-Aware Deep Learning Ignacio Serna Aythami Morales Julian Fierrez Manuel Cebrian Nick Obradovich Iyad Rahwan FaML CVBM 164 92 0 22 Apr 2020
InsideBias: Measuring Bias in Deep Networks and Application to Face Gender BiometricsInternational Conference on Pattern Recognition (ICPR), 2020 Ignacio Serna Alejandro Peña Aythami Morales Julian Fierrez CVBM 185 71 0 14 Apr 2020