Human-Centric Multimodal Machine Learning: Recent Advances and Testbed on AI-based Recruitment

13 February 2023

Alejandro Peña

Ignacio Serna

Aythami Morales

Julian Fierrez

Papers citing "Human-Centric Multimodal Machine Learning: Recent Advances and Testbed on AI-based Recruitment"

50 / 56 papers shown

Title
Facial Soft Biometrics for Recognition in the Wild: Recent Works, Annotation, and COTS Evaluation E. González-Sosa Julian Fierrez R. Vera-Rodríguez F. Alonso-Fernandez CVBM 58 115 0 24 Oct 2022
IFBiD: Inference-Free Bias Detection Ignacio Serna Daniel DeAlcala Aythami Morales Julian Fierrez J. Ortega-Garcia CVBM 51 11 0 09 Sep 2021
Socially Responsible AI Algorithms: Issues, Purposes, and Challenges Lu Cheng Kush R. Varshney Huan Liu FaML 105 150 0 01 Jan 2021
Fair Attribute Classification through Latent Space De-biasing V. V. Ramaswamy Sunnie S. Y. Kim Olga Russakovsky 57 164 0 02 Dec 2020
Understanding the Role of Individual Units in a Deep Neural Network David Bau Jun-Yan Zhu Hendrik Strobelt Àgata Lapedriza Bolei Zhou Antonio Torralba GAN 67 449 0 10 Sep 2020
Towards causal benchmarking of bias in face analysis algorithms Guha Balakrishnan Yuanjun Xiong Wei Xia Pietro Perona CVBM 58 90 0 13 Jul 2020
Smartphone Sensors for Modeling Human-Computer Interaction: General Outlook and Research Datasets for User Authentication A. Acien Aythami Morales R. Vera-Rodríguez Julian Fierrez 61 36 0 01 Jun 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 56 75 0 22 Apr 2020
Bias in Multimodal AI: Testbed for Fair Automatic Recruitment Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez 50 57 0 15 Apr 2020
Demographic Bias in Biometrics: A Survey on an Emerging Challenge P. Drozdowski Christian Rathgeb A. Dantcheva N. Damer C. Busch FaML 160 206 0 05 Mar 2020
Face Recognition: Too Bias, or Not Too Bias? Joseph P. Robinson Gennady Livitz Yann Henon Can Qin Y. Fu Samson Timoner CVBM 69 126 0 16 Feb 2020
Joint Optimization of AI Fairness and Utility: A Human-Centered Approach Yunfeng Zhang Rachel K. E. Bellamy Kush R. Varshney 42 38 0 05 Feb 2020
BeCAPTCHA: Detecting Human Behavior in Smartphone Interaction using Multiple Inbuilt Sensors A. Acien Aythami Morales Julian Fierrez R. Vera-Rodríguez I. Bartolome 42 22 0 03 Feb 2020
edBB: Biometrics and Behavior for Assessing Remote Education J. Hernandez-Ortega Roberto Daza Aythami Morales Julian Fierrez J. Ortega-Garcia 39 33 0 10 Dec 2019
Algorithmic Discrimination: Formulation and Exploration in Deep Learning-based Face Biometrics Ignacio Serna Aythami Morales Julian Fierrez Manuel Cebrian Nick Obradovich Iyad Rahwan FaML OOD CVBM 43 41 0 04 Dec 2019
Mitigate Bias in Face Recognition using Skewness-Aware Reinforcement Learning Mei Wang Weihong Deng CVBM 92 232 0 25 Nov 2019
What does it mean to solve the problem of discrimination in hiring? Social, technical and legal perspectives from the UK on automated hiring systems Javier Sánchez-Monedero L. Dencik L. Edwards 66 135 0 28 Sep 2019
Mitigating Bias in Algorithmic Hiring: Evaluating Claims and Practices Manish Raghavan Solon Barocas Jon M. Kleinberg K. Levy MLAU FaML 72 523 0 21 Jun 2019
What's in a Name? Reducing Bias in Bios without Access to Protected Attributes Alexey Romanov Maria De-Arteaga Hanna M. Wallach J. Chayes C. Borgs Alexandra Chouldechova S. Geyik K. Kenthapadi Anna Rumshisky Adam Tauman Kalai 57 80 0 10 Apr 2019
Deep Learning for Face Recognition: Pride or Prejudiced? Shruti Nagpal Maneet Singh Richa Singh Mayank Vatsa FaML 56 75 0 02 Apr 2019
SensitiveNets: Learning Agnostic Representations with Application to Face Images Aythami Morales Julian Fierrez R. Vera-Rodríguez Ruben Tolosana CVBM 45 40 0 01 Feb 2019
Diversity in Faces Michele Merler Nalini Ratha Rogerio Feris John R. Smith 73 186 0 29 Jan 2019
Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting Maria De-Arteaga Alexey Romanov Hanna M. Wallach J. Chayes C. Borgs Alexandra Chouldechova S. Geyik K. Kenthapadi Adam Tauman Kalai 181 455 0 27 Jan 2019
Learning Not to Learn: Training Deep Neural Networks with Biased Data Byungju Kim Hyunwoo Kim Kyungsu Kim Sungjin Kim Junmo Kim OOD 57 409 0 26 Dec 2018
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness Robert Geirhos Patricia Rubisch Claudio Michaelis Matthias Bethge Felix Wichmann Wieland Brendel 100 2,668 0 29 Nov 2018
Sanity Checks for Saliency Maps Julius Adebayo Justin Gilmer M. Muelly Ian Goodfellow Moritz Hardt Been Kim FAtt AAML XAI 127 1,966 0 08 Oct 2018
Turning a Blind Eye: Explicit Removal of Biases and Variation from Deep Neural Network Embeddings Mohsan S. Alvi Andrew Zisserman C. Nellåker FaML 115 248 0 06 Sep 2018
Right for the Right Reason: Training Agnostic Networks Sen Jia Thomas Lansdall-Welfare N. Cristianini FaML 38 26 0 16 Jun 2018
Gender Bias in Coreference Resolution: Evaluation and Debiasing Methods Jieyu Zhao Tianlu Wang Mark Yatskar Vicente Ordonez Kai-Wei Chang 117 933 0 18 Apr 2018
Advances in Pre-Training Distributed Word Representations Tomas Mikolov Edouard Grave Piotr Bojanowski Christian Puhrsch Armand Joulin AI4TS VLM 141 1,243 0 26 Dec 2017
Word Embeddings Quantify 100 Years of Gender and Ethnic Stereotypes Nikhil Garg L. Schiebinger Dan Jurafsky James Zou AI4TS 69 963 0 22 Nov 2017
One pixel attack for fooling deep neural networks Jiawei Su Danilo Vasconcellos Vargas Kouichi Sakurai AAML 117 2,323 0 24 Oct 2017
Interpreting CNN Knowledge via an Explanatory Graph Quanshi Zhang Ruiming Cao Feng Shi Ying Nian Wu Song-Chun Zhu FAtt GNN SSL 56 242 0 05 Aug 2017
Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints Jieyu Zhao Tianlu Wang Mark Yatskar Vicente Ordonez Kai-Wei Chang FaML 90 970 0 29 Jul 2017
Methods for Interpreting and Understanding Deep Neural Networks G. Montavon Wojciech Samek K. Müller FaML 282 2,264 0 24 Jun 2017
Multimodal Machine Learning: A Survey and Taxonomy T. Baltrušaitis Chaitanya Ahuja Louis-Philippe Morency 91 2,928 0 26 May 2017
Understanding Black-box Predictions via Influence Functions Pang Wei Koh Percy Liang TDI 203 2,885 0 14 Mar 2017
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 421 3,211 0 30 Oct 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 294 20,003 0 07 Oct 2016
MS-Celeb-1M: A Dataset and Benchmark for Large-Scale Face Recognition Yandong Guo Lei Zhang Yuxiao Hu Xiaodong He Jianfeng Gao CVBM 163 1,961 0 27 Jul 2016
Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings Tolga Bolukbasi Kai-Wei Chang James Zou Venkatesh Saligrama Adam Kalai CVBM FaML 107 3,135 0 21 Jul 2016
The Latin American Giant Observatory: a successful collaboration in Latin America based on Cosmic Rays and computer science domains Hernán Asorey R. Mayo-García L. Núñez M. Pascual A. J. Rubio-Montero M. Suárez-Durán L. A. Torres-Niño 81 5 0 30 May 2016
Generating Visual Explanations Lisa Anne Hendricks Zeynep Akata Marcus Rohrbach Jeff Donahue Bernt Schiele Trevor Darrell VLM FAtt 81 619 0 28 Mar 2016
Multifaceted Feature Visualization: Uncovering the Different Types of Features Learned By Each Neuron in Deep Neural Networks Anh Totti Nguyen J. Yosinski Jeff Clune 54 329 0 11 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,878 0 10 Dec 2015
Understanding Neural Networks Through Deep Visualization J. Yosinski Jeff Clune Anh Totti Nguyen Thomas J. Fuchs Hod Lipson FAtt AI4CE 122 1,872 0 22 Jun 2015
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 369 9,486 0 28 May 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 370 13,143 0 12 Mar 2015
Striving for Simplicity: The All Convolutional Net Jost Tobias Springenberg Alexey Dosovitskiy Thomas Brox Martin Riedmiller FAtt 248 4,667 0 21 Dec 2014
Deep Neural Networks are Easily Fooled: High Confidence Predictions for Unrecognizable Images Anh Totti Nguyen J. Yosinski Jeff Clune AAML 158 3,271 0 05 Dec 2014