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The Social Cost of Strategic Classification

25 August 2018

Papers citing "The Social Cost of Strategic Classification"

50 / 109 papers shown

Title
Strategic Representation V. Nair Ganesh Ghalme Inbal Talgam-Cohen Nir Rosenfeld 56 6 0 17 Jun 2022
What-is and How-to for Fairness in Machine Learning: A Survey, Reflection, and Perspective Zeyu Tang Jiji Zhang Kun Zhang FaML 94 29 0 08 Jun 2022
Strategic Classification with Graph Neural Networks Itay Eilat Ben Finkelshtein Chaim Baskin Nir Rosenfeld 113 13 0 31 May 2022
Addressing Strategic Manipulation Disparities in Fair Classification Vijay Keswani L. E. Celis 87 3 0 22 May 2022
Survey on Fair Reinforcement Learning: Theory and Practice Pratik Gajane A. Saxena M. Tavakol George Fletcher Mykola Pechenizkiy FaML OffRL 99 15 0 20 May 2022
The Equity Framework: Fairness Beyond Equalized Predictive Outcomes Keziah Naggita J. C. Aguma FaML 66 3 0 18 Apr 2022
Performative Power Moritz Hardt Meena Jagadeesan Celestine Mendler-Dünner 75 40 0 31 Mar 2022
Learning Losses for Strategic Classification Tosca Lechner Ruth Urner 63 22 0 25 Mar 2022
Setting Fair Incentives to Maximize Improvement Saba Ahmadi Hedyeh Beyhaghi Avrim Blum Keziah Naggita 60 6 0 28 Feb 2022
On classification of strategic agents who can both game and improve Saba Ahmadi Hedyeh Beyhaghi Avrim Blum Keziah Naggita 142 22 0 28 Feb 2022
Unfairness Despite Awareness: Group-Fair Classification with Strategic Agents Andrew Estornell Sanmay Das Yang Liu Yevgeniy Vorobeychik FaML 67 10 0 06 Dec 2021
On the Current and Emerging Challenges of Developing Fair and Ethical AI Solutions in Financial Services Eren Kurshan Jiahao Chen Victor Storchan Hongda Shen FaML AIFin 86 11 0 02 Nov 2021
Strategic Ranking Lydia T. Liu Nikhil Garg C. Borgs 61 20 0 16 Sep 2021
Recommendation Fairness: From Static to Dynamic De-Fu Zhang Jun Wang OffRL 72 15 0 05 Sep 2021
Approximate Regions of Attraction in Learning with Decision-Dependent Distributions Roy Dong Heling Zhang Lillian J. Ratliff 80 11 0 30 Jun 2021
Alternative Microfoundations for Strategic Classification Meena Jagadeesan Celestine Mendler-Dünner Moritz Hardt 85 50 0 24 Jun 2021
Who Leads and Who Follows in Strategic Classification? Tijana Zrnic Eric Mazumdar S. Shankar Sastry Michael I. Jordan 87 55 0 23 Jun 2021
Stateful Strategic Regression Keegan Harris Hoda Heidari Zhiwei Steven Wu 64 31 0 07 Jun 2021
Addressing the Long-term Impact of ML Decisions via Policy Regret David Lindner Hoda Heidari Andreas Krause OffRL 56 6 0 02 Jun 2021
Strategic Classification Made Practical Sagi Levanon Nir Rosenfeld 85 60 0 02 Mar 2021
Information Discrepancy in Strategic Learning Yahav Bechavod Chara Podimata Zhiwei Steven Wu Juba Ziani 142 50 0 01 Mar 2021
Strategic Classification in the Dark Ganesh Ghalme V. Nair Itay Eilat Inbal Talgam-Cohen Nir Rosenfeld 95 62 0 23 Feb 2021
Outside the Echo Chamber: Optimizing the Performative Risk John Miller Juan C. Perdomo Tijana Zrnic 129 102 0 17 Feb 2021
The Importance of Modeling Data Missingness in Algorithmic Fairness: A Causal Perspective Naman Goel Alfonso Amayuelas Amit Deshpande Ajay Sharma FaML 155 31 0 21 Dec 2020
PAC-Learning for Strategic Classification Ravi Sundaram A. Vullikanti Haifeng Xu Fan Yao AAML 106 44 0 06 Dec 2020
Performative Prediction in a Stateful World Gavin Brown Shlomi Hod Iden Kalemaj 127 85 0 08 Nov 2020
Fair Machine Learning Under Partial Compliance Jessica Dai S. Fazelpour Zachary Chase Lipton 67 11 0 07 Nov 2020
Maximizing Welfare with Incentive-Aware Evaluation Mechanisms Nika Haghtalab Nicole Immorlica Brendan Lucier Jack Z. Wang 81 72 0 03 Nov 2020
Linear Classifiers that Encourage Constructive Adaptation Yatong Chen Jialu Wang Yang Liu 97 16 0 31 Oct 2020
FaiR-N: Fair and Robust Neural Networks for Structured Data Shubham Sharma Alan H. Gee D. Paydarfar Joydeep Ghosh 156 18 0 13 Oct 2020
Bridging Machine Learning and Mechanism Design towards Algorithmic Fairness Jessie Finocchiaro R. Maio F. Monachou Gourab K. Patro Manish Raghavan Ana-Andreea Stoica Stratis Tsirtsis FaML 158 60 0 12 Oct 2020
Fairness in Machine Learning: A Survey Simon Caton C. Haas FaML 110 653 0 04 Oct 2020
Probabilistic Machine Learning for Healthcare Irene Y. Chen Shalmali Joshi Marzyeh Ghassemi Rajesh Ranganath OOD 74 56 0 23 Sep 2020
Algorithmic Transparency with Strategic Users Qiaochu Wang Yan-ping Huang Stefanus Jasin P. Singh FaML FedML 36 24 0 21 Aug 2020
The Strategic Perceptron Saba Ahmadi Hedyeh Beyhaghi Avrim Blum Keziah Naggita 72 51 0 04 Aug 2020
Algorithmic Fairness in Education René F. Kizilcec Hansol Lee FaML 111 126 0 10 Jul 2020
Machine Learning Explainability for External Stakeholders Umang Bhatt Mckane Andrus Adrian Weller Alice Xiang FaML SILM 63 58 0 10 Jul 2020
From Predictions to Decisions: Using Lookahead Regularization Nir Rosenfeld Sophie Hilgard S. Ravindranath David C. Parkes 56 21 0 20 Jun 2020
Stochastic Optimization for Performative Prediction Celestine Mendler-Dünner Juan C. Perdomo Tijana Zrnic Moritz Hardt 54 115 0 12 Jun 2020
The Role of Randomness and Noise in Strategic Classification M. Braverman Sumegha Garg 61 50 0 17 May 2020
Social Biases in NLP Models as Barriers for Persons with Disabilities Ben Hutchinson Vinodkumar Prabhakaran Emily L. Denton Kellie Webster Yu Zhong Stephen Denuyl 81 314 0 02 May 2020
Manipulation-Proof Machine Learning Daniel Björkegren J. Blumenstock Samsun Knight 74 41 0 08 Apr 2020
Causal Strategic Linear Regression Yonadav Shavit Benjamin L. Edelman Brian Axelrod 112 82 0 24 Feb 2020
Gaming Helps! Learning from Strategic Interactions in Natural Dynamics Yahav Bechavod Katrina Ligett Zhiwei Steven Wu Juba Ziani 86 33 0 17 Feb 2020
Performative Prediction Juan C. Perdomo Tijana Zrnic Celestine Mendler-Dünner Moritz Hardt 172 322 0 16 Feb 2020
Decisions, Counterfactual Explanations and Strategic Behavior Stratis Tsirtsis Manuel Gomez Rodriguez 132 62 0 11 Feb 2020
On Consequentialism and Fairness Dallas Card Noah A. Smith FaML 68 11 0 02 Jan 2020
Fair Data Adaptation with Quantile Preservation Drago Plečko N. Meinshausen 69 30 0 15 Nov 2019
Strategic Classification is Causal Modeling in Disguise John Miller S. Milli Moritz Hardt 95 114 0 23 Oct 2019
Extracting Incentives from Black-Box Decisions Yonadav Shavit William S. Moses 39 9 0 13 Oct 2019