Manipulation-Proof Machine Learning

8 April 2020

Papers citing "Manipulation-Proof Machine Learning"

19 / 19 papers shown

Title
Incentive-Aware Machine Learning; Robustness, Fairness, Improvement & Causality Chara Podimata 131 1 0 08 May 2025
Machine Learning Should Maximize Welfare, but Not by (Only) Maximizing Accuracy Nir Rosenfeld Haifeng Xu FaML HAI 117 2 0 17 Feb 2025
Who's Gaming the System? A Causally-Motivated Approach for Detecting Strategic Adaptation Trenton Chang Lindsay Warrenburg Sae-Hwan Park Ravi B. Parikh Maggie Makar Jenna Wiens 133 2 0 02 Dec 2024
Practical Performative Policy Learning with Strategic Agents Qianyi Chen Ying Chen Bo Li 225 0 0 02 Dec 2024
Perfect Counterfactuals in Imperfect Worlds: Modelling Noisy Implementation of Actions in Sequential Algorithmic Recourse Yueqing Xuan Kacper Sokol Mark Sanderson Jeffrey Chan 72 1 0 03 Oct 2024
Accounting for AI and Users Shaping One Another: The Role of Mathematical Models Sarah Dean Evan Dong Meena Jagadeesan Liu Leqi 82 8 0 18 Apr 2024
Bayesian Strategic Classification Lee Cohen Saeed Sharifi-Malvajerdi Kevin Stangl A. Vakilian Juba Ziani 84 6 0 13 Feb 2024
Ecosystem-level Analysis of Deployed Machine Learning Reveals Homogeneous Outcomes Connor Toups Rishi Bommasani Kathleen A. Creel S. Bana Dan Jurafsky Percy Liang 100 10 0 12 Jul 2023
Sequential Strategic Screening Lee Cohen Saeed Sharifi-Malvajerd Kevin Stangl A. Vakilian Juba Ziani 57 6 0 31 Jan 2023
Incentives to Offer Algorithmic Recourse Matthew Olckers T. Walsh 37 2 0 27 Jan 2023
Anticipating Performativity by Predicting from Predictions Celestine Mendler-Dünner Frances Ding Yixin Wang 84 31 0 15 Aug 2022
Program Targeting with Machine Learning and Mobile Phone Data: Evidence from an Anti-Poverty Intervention in Afghanistan Emily L. Aiken Guadalupe Bedoya J. Blumenstock Aidan Coville 13 27 0 22 Jun 2022
Policy Learning with Competing Agents Roshni Sahoo Stefan Wager 99 10 0 04 Apr 2022
Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse Martin Pawelczyk Teresa Datta Johannes van-den-Heuvel Gjergji Kasneci Himabindu Lakkaraju 89 38 0 13 Mar 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
Alternative Microfoundations for Strategic Classification Meena Jagadeesan Celestine Mendler-Dünner Moritz Hardt 85 50 0 24 Jun 2021
Information Discrepancy in Strategic Learning Yahav Bechavod Chara Podimata Zhiwei Steven Wu Juba Ziani 142 50 0 01 Mar 2021
How to Learn when Data Reacts to Your Model: Performative Gradient Descent Zachary Izzo Lexing Ying James Zou 137 77 0 15 Feb 2021
Treatment Allocation with Strategic Agents Evan Munro 85 6 0 12 Nov 2020