Search results for "fairness"

Hits ?▲	Authors	Title	Venue	Year	Link
17	Kunwoong Kim, Ilsang Ohn, Sara Kim, Yongdai Kim	SLIDE: a surrogate fairness constraint to ensure fairness consistency.	CoRR	2022	DBLP BibTeX RDF
17	Mathieu Molina, Patrick Loiseau	Bounding and Approximating Intersectional Fairness through Marginal Fairness.	CoRR	2022	DBLP DOI BibTeX RDF
17	Xuran Li, Peng Wu 0002, Jing Su	Accurate Fairness: Improving Individual Fairness without Trading Accuracy.	CoRR	2022	DBLP DOI BibTeX RDF
17	Haotao Wang, Junyuan Hong, Jiayu Zhou, Zhangyang Wang	How Robust is Your Fairness? Evaluating and Sustaining Fairness under Unseen Distribution Shifts.	CoRR	2022	DBLP DOI BibTeX RDF
17	Furkan Gursoy, Ioannis A. Kakadiaris	Error Parity Fairness: Testing for Group Fairness in Regression Tasks.	CoRR	2022	DBLP DOI BibTeX RDF
17	Mostafa M. Mohamed, Björn W. Schuller	Normalise for Fairness: A Simple Normalisation Technique for Fairness in Regression Machine Learning Problems.	CoRR	2022	DBLP BibTeX RDF
17	Lindsay Weinberg	Rethinking Fairness: An Interdisciplinary Survey of Critiques of Hegemonic ML Fairness Approaches.	CoRR	2022	DBLP DOI BibTeX RDF
17	Kunwoong Kim, Ilsang Ohn, Sara Kim, Yongdai Kim	SLIDE: A surrogate fairness constraint to ensure fairness consistency.	Neural Networks	2022	DBLP DOI BibTeX RDF
17	Cameron Shelley	The Fairness Impact Assessment: Conceptualizing Problems of Fairness in Technological Design.	Int. J. Technoethics	2022	DBLP DOI BibTeX RDF
17	Aili Shen, Xudong Han, Trevor Cohn, Timothy Baldwin, Lea Frermann	Does Representational Fairness Imply Empirical Fairness?	AACL/IJCNLP (Findings)	2022	DBLP BibTeX RDF
17	Zouying Cao, Lin Jiang, Xiaolei Zhou 0001, Shilin Zhu, Hai Wang, Shuai Wang 0008	Toward Multi-sided Fairness: A Fairness-Aware Order Dispatch System for Instant Delivery Service.	WASA (2)	2022	DBLP DOI BibTeX RDF
17	Mathieu Molina, Patrick Loiseau	Bounding and Approximating Intersectional Fairness through Marginal Fairness.	NeurIPS	2022	DBLP BibTeX RDF
17	Otmane Azeroual, Joachim Schöpfel, Janne Pölönen, Anastasija Nikiforova	Putting FAIR Principles in the Context of Research Information: FAIRness for CRIS and CRIS for FAIRness.	KDIR	2022	DBLP DOI BibTeX RDF
17	Ioana Baldini, Dennis Wei, Karthikeyan Natesan Ramamurthy, Moninder Singh, Mikhail Yurochkin	Your fairness may vary: Pretrained language model fairness in toxic text classification.	ACL (Findings)	2022	DBLP DOI BibTeX RDF
17	Ruta Binkyte, Karima Makhlouf, Carlos Pinzón, Sami Zhioua, Catuscia Palamidessi	Causal Discovery for Fairness.	AFCP	2022	DBLP BibTeX RDF
17	Awa Dieng, Miriam Rateike, Golnoosh Farnadi, Ferdinando Fioretto, Matt J. Kusner, Jessica Schrouff	Algorithmic Fairness through the Lens of Causality and Privacy (AFCP) 2022.	AFCP	2022	DBLP BibTeX RDF
17	Aparna Balagopalan, Haoran Zhang 0003, Kimia Hamidieh, Thomas Hartvigsen, Frank Rudzicz, Marzyeh Ghassemi	The Road to Explainability is Paved with Bias: Measuring the Fairness of Explanations.	FAccT	2022	DBLP DOI BibTeX RDF
17	Pola Schwöbel, Peter Remmers	The Long Arc of Fairness: Formalisations and Ethical Discourse.	FAccT	2022	DBLP DOI BibTeX RDF
17	Wonyoung So, Pranay Lohia, Rakesh Pimplikar, A. E. Hosoi, Catherine D'Ignazio	Beyond Fairness: Reparative Algorithms to Address Historical Injustices of Housing Discrimination in the US.	FAccT	2022	DBLP DOI BibTeX RDF
17	Xiuling Wang, Wendy Hui Wang	Providing Item-side Individual Fairness for Deep Recommender Systems.	FAccT	2022	DBLP DOI BibTeX RDF
17	Preetam Nandy, Cyrus DiCiccio, Divya Venugopalan, Heloise Logan, Kinjal Basu 0001, Noureddine El Karoui	Achieving Fairness via Post-Processing in Web-Scale Recommender Systems✱.	FAccT	2022	DBLP DOI BibTeX RDF
17	Jakob Schoeffer, Niklas Kühl 0001, Yvette Machowski	"There Is Not Enough Information": On the Effects of Explanations on Perceptions of Informational Fairness and Trustworthiness in Automated Decision-Making.	FAccT	2022	DBLP DOI BibTeX RDF
17	Przemyslaw A. Grabowicz, Nicholas Perello, Aarshee Mishra	Marrying Fairness and Explainability in Supervised Learning.	FAccT	2022	DBLP DOI BibTeX RDF
17	Michele Loi, Christoph Heitz	Is calibration a fairness requirement?: An argument from the point of view of moral philosophy and decision theory.	FAccT	2022	DBLP DOI BibTeX RDF
17	Ziwei Wu, Jingrui He	Fairness-aware Model-agnostic Positive and Unlabeled Learning.	FAccT	2022	DBLP DOI BibTeX RDF
17	Priya Goyal, Adriana Romero-Soriano, Caner Hazirbas, Levent Sagun, Nicolas Usunier	Fairness Indicators for Systematic Assessments of Visual Feature Extractors.	FAccT	2022	DBLP DOI BibTeX RDF
17	Amr Sharaf, Hal Daumé III, Renkun Ni	Promoting Fairness in Learned Models by Learning to Active Learn under Parity Constraints.	FAccT	2022	DBLP DOI BibTeX RDF
17	Bryce McLaughlin, Jann Spiess, Talia Gillis	On the Fairness of Machine-Assisted Human Decisions.	FAccT	2022	DBLP DOI BibTeX RDF
17	Stephen Pfohl, Yizhe Xu, Agata Foryciarz, Nikolaos Ignatiadis, Julian Genkins, Nigam Shah	Net benefit, calibration, threshold selection, and training objectives for algorithmic fairness in healthcare.	FAccT	2022	DBLP DOI BibTeX RDF
17	Marilyn Zhang	Affirmative Algorithms: Relational Equality as Algorithmic Fairness.	FAccT	2022	DBLP DOI BibTeX RDF
17	Wesley Hanwen Deng, Manish Nagireddy, Michelle Seng Ah Lee, Jatinder Singh, Zhiwei Steven Wu, Kenneth Holstein, Haiyi Zhu	Exploring How Machine Learning Practitioners (Try To) Use Fairness Toolkits.	FAccT	2022	DBLP DOI BibTeX RDF
17	Azin Ghazimatin, Matthäus Kleindessner, Chris Russell 0001, Ziawasch Abedjan, Jacek Golebiowski	Measuring Fairness of Rankings under Noisy Sensitive Information.	FAccT	2022	DBLP DOI BibTeX RDF
17	Tasfia Mashiat, Xavier Gitiaux, Huzefa Rangwala, Patrick J. Fowler, Sanmay Das	Trade-offs between Group Fairness Metrics in Societal Resource Allocation.	FAccT	2022	DBLP DOI BibTeX RDF
17	Ioannis Pastaltzidis, Nikolaos Dimitriou, Katherine Quezada-Tavarez, Stergios Aidinlis, Thomas Marquenie, Agata Gurzawska, Dimitrios Tzovaras	Data augmentation for fairness-aware machine learning: Preventing algorithmic bias in law enforcement systems.	FAccT	2022	DBLP DOI BibTeX RDF
17	Avrim Blum, Kevin Stangl, Ali Vakilian	Multi Stage Screening: Enforcing Fairness and Maximizing Efficiency in a Pre-Existing Pipeline.	FAccT	2022	DBLP DOI BibTeX RDF
17	Afroditi Papadaki, Natalia Martínez, Martín Bertrán, Guillermo Sapiro, Miguel R. D. Rodrigues	Minimax Demographic Group Fairness in Federated Learning.	FAccT	2022	DBLP DOI BibTeX RDF
17	Eleonora Viganò, Corinna Hertweck, Christoph Heitz, Michele Loi	People are not coins: Morally distinct types of predictions necessitate different fairness constraints.	FAccT	2022	DBLP DOI BibTeX RDF
17	Joachim Baumann 0002, Anikó Hannák, Christoph Heitz	Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under Sufficiency.	FAccT	2022	DBLP DOI BibTeX RDF
17	Hortense Fong, Vineet Kumar 0006, Anay Mehrotra, Nisheeth K. Vishnoi	Fairness for AUC via Feature Augmentation.	FAccT	2022	DBLP DOI BibTeX RDF
17	Emily Diana, Wesley Gill, Michael Kearns, Krishnaram Kenthapadi, Aaron Roth 0001, Saeed Sharifi-Malvajerdi	Multiaccurate Proxies for Downstream Fairness.	FAccT	2022	DBLP DOI BibTeX RDF
17	Nicolas Usunier, Virginie Do, Elvis Dohmatob	Fast online ranking with fairness of exposure.	FAccT	2022	DBLP DOI BibTeX RDF
17	Sandipan Sikdar, Florian Lemmerich, Markus Strohmaier	GetFair: Generalized Fairness Tuning of Classification Models.	FAccT	2022	DBLP DOI BibTeX RDF
17	Isabel Chien, Nina Deliu, Richard E. Turner, Adrian Weller, Sofia S. Villar, Niki Kilbertus	Multi-disciplinary fairness considerations in machine learning for clinical trials.	FAccT	2022	DBLP DOI BibTeX RDF
17	Giordano d'Aloisio, Giovanni Stilo, Antinisca Di Marco, Andrea D'Angelo	Enhancing Fairness in Classification Tasks with Multiple Variables: A Data- and Model-Agnostic Approach.	BIAS	2022	DBLP DOI BibTeX RDF
17	Hadis Anahideh, Nazanin Nezami, Abolfazl Asudeh	On the Choice of Fairness: Finding Representative Fairness Metrics for a Given Context.	CoRR	2021	DBLP BibTeX RDF
17	Becky Mashaido, Winston Moh Tangongho	A Tale of Fairness Revisited: Beyond Adversarial Learning for Deep Neural Network Fairness.	CoRR	2021	DBLP BibTeX RDF
17	Chloé Bakalar, Renata Barreto, Stevie Bergman, Miranda Bogen, Bobbie Chern, Sam Corbett-Davies, Melissa Hall, Isabel Kloumann, Michelle Lam, Joaquin Quiñonero Candela, Manish Raghavan, Joshua Simons, Jonathan Tannen, Edmund Tong, Kate Vredenburgh, Jiejing Zhao	Fairness On The Ground: Applying Algorithmic Fairness Approaches to Production Systems.	CoRR	2021	DBLP BibTeX RDF
17	Jakob Schöffer, Niklas Kühl 0001	Appropriate Fairness Perceptions? On the Effectiveness of Explanations in Enabling People to Assess the Fairness of Automated Decision Systems.	CoRR	2021	DBLP BibTeX RDF
17	David García-Soriano, Francesco Bonchi	Maxmin-Fair Ranking: Individual Fairness under Group-Fairness Constraints.	CoRR	2021	DBLP BibTeX RDF
17	Yada Pruksachatkun, Satyapriya Krishna, Jwala Dhamala, Rahul Gupta 0001, Kai-Wei Chang	Does Robustness Improve Fairness? Approaching Fairness with Word Substitution Robustness Methods for Text Classification.	CoRR	2021	DBLP BibTeX RDF
17	Mukund Telukunta, Venkata Sriram Siddhardh Nadendla	Non-Comparative Fairness for Human-Auditing and Its Relation to Traditional Fairness Notions.	CoRR	2021	DBLP BibTeX RDF
17	Anurag Shandilya, Abhisek Dash, Abhijnan Chakraborty, Kripabandhu Ghosh, Saptarshi Ghosh 0001	Fairness for Whom? Understanding the Reader's Perception of Fairness in Text Summarization.	CoRR	2021	DBLP BibTeX RDF
17	Weishen Pan, Sen Cui, Jiang Bian 0001, Changshui Zhang, Fei Wang 0001	Explaining Algorithmic Fairness Through Fairness-Aware Causal Path Decomposition.	CoRR	2021	DBLP BibTeX RDF
17	Ioana Baldini, Dennis Wei, Karthikeyan Natesan Ramamurthy, Mikhail Yurochkin, Moninder Singh	Your fairness may vary: Group fairness of pretrained language models in toxic text classification.	CoRR	2021	DBLP BibTeX RDF
17	Jakob Schöffer, Niklas Kühl 0001	Appropriate Fairness Perceptions? On the Effectiveness of Explanations in Enabling People to Assess the Fairness of Automated Decision Systems.	CSCW Companion	2021	DBLP DOI BibTeX RDF
17	Xia Xu, Hui Zhang 0055, Chunming Yang, Xujian Zhao, Bo Li 0065	Fairness constraint of Fuzzy C-means Clustering improves clustering fairness.	ACML	2021	DBLP BibTeX RDF
17	Weishen Pan, Sen Cui, Jiang Bian 0001, Changshui Zhang, Fei Wang 0001	Explaining Algorithmic Fairness Through Fairness-Aware Causal Path Decomposition.	KDD	2021	DBLP DOI BibTeX RDF
17	David García-Soriano, Francesco Bonchi	Maxmin-Fair Ranking: Individual Fairness under Group-Fairness Constraints.	KDD	2021	DBLP DOI BibTeX RDF
17	Lequn Wang, Thorsten Joachims	User Fairness, Item Fairness, and Diversity for Rankings in Two-Sided Markets.	ICTIR	2021	DBLP DOI BibTeX RDF
17	Xuezhi Wang 0002, Nithum Thain, Anu Sinha, Flavien Prost, Ed H. Chi, Jilin Chen, Alex Beutel	Practical Compositional Fairness: Understanding Fairness in Multi-Component Recommender Systems.	WSDM	2021	DBLP DOI BibTeX RDF
17	Clinton Castro, David O'Brien, Ben Schwan	Fairness and Machine Fairness.	AIES	2021	DBLP DOI BibTeX RDF
17	Yada Pruksachatkun, Satyapriya Krishna, Jwala Dhamala, Rahul Gupta 0001, Kai-Wei Chang	Does Robustness Improve Fairness? Approaching Fairness with Word Substitution Robustness Methods for Text Classification.	ACL/IJCNLP (Findings)	2021	DBLP DOI BibTeX RDF
17	Aparna R. Joshi, Xavier Suau Cuadros, Nivedha Sivakumar, Luca Zappella, Nicholas Apostoloff	Fair SA: Sensitivity Analysis for Fairness in Face Recognition.	AFCR	2021	DBLP BibTeX RDF
17	Nikola Konstantinov, Christoph H. Lampert	On the Impossibility of Fairness-Aware Learning from Corrupted Data.	AFCR	2021	DBLP BibTeX RDF
17	Jessica Schrouff, Awa Dieng, Miriam Rateike, Kweku Kwegyir-Aggrey, Golnoosh Farnadi	Algorithmic Fairness through the Lens of Causality and Robustness (AFCR) 2021.	AFCR	2021	DBLP BibTeX RDF
17	Victoria Cheng, Vinith M. Suriyakumar, Natalie Dullerud, Shalmali Joshi, Marzyeh Ghassemi	Can You Fake It Until You Make It?: Impacts of Differentially Private Synthetic Data on Downstream Classification Fairness.	FAccT	2021	DBLP DOI BibTeX RDF
17	Bahar Taskesen, Jose H. Blanchet, Daniel Kuhn 0001, Viet Anh Nguyen	A Statistical Test for Probabilistic Fairness.	FAccT	2021	DBLP DOI BibTeX RDF
17	Maria Kasinidou, Styliani Kleanthous, Pinar Barlas, Jahna Otterbacher	I agree with the decision, but they didn't deserve this: Future Developers' Perception of Fairness in Algorithmic Decisions.	FAccT	2021	DBLP DOI BibTeX RDF
17	Kathleen Creel, Deborah Hellman	The Algorithmic Leviathan: Arbitrariness, Fairness, and Opportunity in Algorithmic Decision Making Systems.	FAccT	2021	DBLP DOI BibTeX RDF
17	Vedant Nanda, Samuel Dooley, Sahil Singla 0002, Soheil Feizi, John P. Dickerson	Fairness Through Robustness: Investigating Robustness Disparity in Deep Learning.	FAccT	2021	DBLP DOI BibTeX RDF
17	Nithya Sambasivan, Erin Arnesen, Ben Hutchinson, Tulsee Doshi, Vinodkumar Prabhakaran	Re-imagining Algorithmic Fairness in India and Beyond.	FAccT	2021	DBLP DOI BibTeX RDF
17	Maximilian Kasy, Rediet Abebe	Fairness, Equality, and Power in Algorithmic Decision-Making.	FAccT	2021	DBLP DOI BibTeX RDF
17	Pranjal Awasthi, Alex Beutel, Matthäus Kleindessner, Jamie Morgenstern, Xuezhi Wang 0002	Evaluating Fairness of Machine Learning Models Under Uncertain and Incomplete Information.	FAccT	2021	DBLP DOI BibTeX RDF
17	Angela E. Kilby	Algorithmic Fairness in Predicting Opioid Use Disorder using Machine Learning.	FAccT	2021	DBLP DOI BibTeX RDF
17	Abigail Z. Jacobs	Measurement and Fairness.	FAccT	2021	DBLP DOI BibTeX RDF
17	Nathan Kallus, Angela Zhou	Fairness, Welfare, and Equity in Personalized Pricing.	FAccT	2021	DBLP DOI BibTeX RDF
17	Jessie Finocchiaro, Roland Maio, Faidra Monachou, Gourab K. Patro, Manish Raghavan, Ana-Andreea Stoica, Stratis Tsirtsis	Bridging Machine Learning and Mechanism Design towards Algorithmic Fairness.	FAccT	2021	DBLP DOI BibTeX RDF
17	Kate Donahue, Solon Barocas	Better Together?: How Externalities of Size Complicate Notions of Solidarity and Actuarial Fairness.	FAccT	2021	DBLP DOI BibTeX RDF
17	Tim Räz	Group Fairness: Independence Revisited.	FAccT	2021	DBLP DOI BibTeX RDF
17	McKane Andrus, Elena Spitzer, Jeffrey Brown, Alice Xiang	What We Can't Measure, We Can't Understand: Challenges to Demographic Data Procurement in the Pursuit of Fairness.	FAccT	2021	DBLP DOI BibTeX RDF
17	Alan Mishler, Edward H. Kennedy, Alexandra Chouldechova	Fairness in Risk Assessment Instruments: Post-Processing to Achieve Counterfactual Equalized Odds.	FAccT	2021	DBLP DOI BibTeX RDF
17	Harvineet Singh, Rina Singh, Vishwali Mhasawade, Rumi Chunara	Fairness Violations and Mitigation under Covariate Shift.	FAccT	2021	DBLP DOI BibTeX RDF
17	Maxime C. Cohen, Adam N. Elmachtoub, Xiao Lei	Price Discrimination with Fairness Constraints.	FAccT	2021	DBLP DOI BibTeX RDF
17	Yunhe Feng, Daniel Saelid, Ke Li, Ruoyuan Gao, Chirag Shah	Towards Fairness-Aware Ranking by Defining Latent Groups Using Inferred Features.	BIAS	2021	DBLP DOI BibTeX RDF
17	Nripsuta Ani Saxena, Karen Huang, Evan DeFilippis, Goran Radanovic, David C. Parkes, Yang Liu 0018	How do fairness definitions fare? Testing public attitudes towards three algorithmic definitions of fairness in loan allocations.	Artif. Intell.	2020	DBLP DOI BibTeX RDF
17	Disi Ji, Padhraic Smyth, Mark Steyvers	Can I Trust My Fairness Metric? Assessing Fairness with Unlabeled Data and Bayesian Inference.	CoRR	2020	DBLP BibTeX RDF
17	Tong Wang, Maytal Saar-Tsechansky	Augmented Fairness: An Interpretable Model Augmenting Decision-Makers' Fairness.	CoRR	2020	DBLP BibTeX RDF
17	Robert Long	Fairness in machine learning: against false positive rate equality as a measure of fairness.	CoRR	2020	DBLP BibTeX RDF
17	Klaus Kursawe	Wendy, the Good Little Fairness Widget: Achieving Order Fairness for Blockchains.	AFT	2020	DBLP DOI BibTeX RDF
17	Anurag Shandilya, Abhisek Dash, Abhijnan Chakraborty, Kripabandhu Ghosh, Saptarshi Ghosh 0001	Fairness for Whom? Understanding the Reader's Perception of Fairness in Text Summarization.	IEEE BigData	2020	DBLP DOI BibTeX RDF
17	Disi Ji, Padhraic Smyth, Mark Steyvers	Can I Trust My Fairness Metric? Assessing Fairness with Unlabeled Data and Bayesian Inference.	NeurIPS	2020	DBLP BibTeX RDF
17	Benjamin Aminof, Giuseppe De Giacomo, Sasha Rubin	Stochastic Fairness and Language-Theoretic Fairness in Planning in Nondeterministic Domains.	ICAPS	2020	DBLP BibTeX RDF
17	Michael P. Kim, Aleksandra Korolova, Guy N. Rothblum, Gal Yona	Preference-informed fairness.	FAT*	2020	DBLP DOI BibTeX RDF
17	Muhammad Aurangzeb Ahmad, Ankur Teredesai, Carly Eckert	Fairness, accountability, transparency in AI at scale: lessons from national programs.	FAT*	2020	DBLP DOI BibTeX RDF
17	Kate Donahue, Jon M. Kleinberg	Fairness and utilization in allocating resources with uncertain demand.	FAT*	2020	DBLP DOI BibTeX RDF
17	Ben Green 0002	The false promise of risk assessments: epistemic reform and the limits of fairness.	FAT*	2020	DBLP DOI BibTeX RDF
17	Alexandra Reeve Givens, Meredith Ringel Morris	Centering disability perspectives in algorithmic fairness, accountability, & transparency.	FAT*	2020	DBLP DOI BibTeX RDF
17	Nathan Kallus, Xiaojie Mao, Angela Zhou	Assessing algorithmic fairness with unobserved protected class using data combination.	FAT*	2020	DBLP DOI BibTeX RDF
17	Galen Harrison, Julia Hanson, Christine Jacinto, Julio Ramirez, Blase Ur	An empirical study on the perceived fairness of realistic, imperfect machine learning models.	FAT*	2020	DBLP DOI BibTeX RDF
17	Chelsea Barabas, Colin Doyle, J. B. Rubinovitz, Karthik Dinakar	Studying up: reorienting the study of algorithmic fairness around issues of power.	FAT*	2020	DBLP DOI BibTeX RDF