Performative Prediction

16 February 2020

Juan C. Perdomo

Tijana Zrnic

Celestine Mendler-Dünner

Moritz Hardt

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Papers citing "Performative Prediction"

50 / 191 papers shown

Title
Difficult Lessons on Social Prediction from Wisconsin Public Schools Juan C. Perdomo Tolani A. Britton Moritz Hardt Rediet Abebe 14 23 0 13 Apr 2023
DEPLOYR: A technical framework for deploying custom real-time machine learning models into the electronic medical record Conor K. Corbin R. Maclay Aakash Acharya Sreedevi Mony Soumya Punnathanam Rahul Thapa N. Kotecha N. Shah Jonathan H. Chen 15 17 0 11 Mar 2023
Fundamental Bounds on Online Strategic Classification Saba Ahmadi Avrim Blum Kunhe Yang 22 10 0 23 Feb 2023
Counterfactual Prediction Under Outcome Measurement Error Luke M. Guerdan Amanda Coston Kenneth Holstein Zhiwei Steven Wu 26 15 0 22 Feb 2023
Discovering Optimal Scoring Mechanisms in Causal Strategic Prediction Tom Yan Shantanu Gupta Zachary Chase Lipton CML 29 1 0 14 Feb 2023
Causal Strategic Classification: A Tale of Two Shifts G. Horowitz Nir Rosenfeld OffRL CML 26 14 0 13 Feb 2023
Causal Inference out of Control: Estimating the Steerability of Consumption Gary Cheng Moritz Hardt Celestine Mendler-Dünner CML 37 1 0 10 Feb 2023
Performative Recommendation: Diversifying Content via Strategic Incentives Itay Eilat Nir Rosenfeld 46 7 0 08 Feb 2023
Sequential Strategic Screening Lee Cohen Saeed Sharifi-Malvajerd Kevin Stangl A. Vakilian Juba Ziani 28 4 0 31 Jan 2023
Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors Zeyu Tang Yatong Chen Yang Liu Anton van den Hengel 15 8 0 21 Jan 2023
Knowledge Acquisition and Completion for Long-Term Human-Robot Interactions using Knowledge Graph Embedding E. Bartoli F. Argenziano V. Suriani Daniele Nardi 8 4 0 17 Jan 2023
Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation Sérgio Jesus José P. Pombal Duarte M. Alves André F. Cruz Pedro Saleiro Rita P. Ribeiro João Gama P. Bizarro 40 32 0 24 Nov 2022
Monitoring machine learning (ML)-based risk prediction algorithms in the presence of confounding medical interventions Jean Feng Alexej Gossmann Gene Pennello N. Petrick B. Sahiner Romain Pirracchio 13 3 0 17 Nov 2022
General Intelligence Requires Rethinking Exploration Minqi Jiang Tim Rocktaschel Edward Grefenstette LRM 29 17 0 15 Nov 2022
The Sample Complexity of Online Contract Design Banghua Zhu Stephen Bates Zhuoran Yang Yixin Wang Jiantao Jiao Michael I. Jordan 26 46 0 10 Nov 2022
Iterative Teaching by Data Hallucination Zeju Qiu Weiyang Liu Tim Z. Xiao Zhen Liu Umang Bhatt Yucen Luo Adrian Weller Bernhard Schölkopf 29 9 0 31 Oct 2022
Online Convex Optimization with Unbounded Memory Raunak Kumar Sarah Dean Robert D. Kleinberg 13 6 0 18 Oct 2022
Making Decisions under Outcome Performativity Michael P. Kim Juan C. Perdomo 46 20 0 04 Oct 2022
Diversified Recommendations for Agents with Adaptive Preferences Arpit Agarwal William Brown 21 12 0 20 Sep 2022
Data Feedback Loops: Model-driven Amplification of Dataset Biases Rohan Taori Tatsunori B. Hashimoto 74 43 0 08 Sep 2022
Optimizing the Performative Risk under Weak Convexity Assumptions Yulai Zhao 30 5 0 02 Sep 2022
Strategic Decision-Making in the Presence of Information Asymmetry: Provably Efficient RL with Algorithmic Instruments Mengxin Yu Zhuoran Yang Jianqing Fan OffRL 21 8 0 23 Aug 2022
An Overview and Prospective Outlook on Robust Training and Certification of Machine Learning Models Brendon G. Anderson Tanmay Gautam Somayeh Sojoudi OOD 13 2 0 15 Aug 2022
Anticipating Performativity by Predicting from Predictions Celestine Mendler-Dünner Frances Ding Yixin Wang 29 30 0 15 Aug 2022
Leveraging Explanations in Interactive Machine Learning: An Overview Stefano Teso Öznur Alkan Wolfgang Stammer Elizabeth M. Daly XAI FAtt LRM 26 62 0 29 Jul 2022
Long Term Fairness for Minority Groups via Performative Distributionally Robust Optimization Liam Peet-Paré N. Hegde Alona Fyshe FaML 14 4 0 12 Jul 2022
Stochastic Approximation with Decision-Dependent Distributions: Asymptotic Normality and Optimality Joshua Cutler Mateo Díaz Dmitriy Drusvyatskiy 22 5 0 09 Jul 2022
Scoring Rules for Performative Binary Prediction Alan Chan 28 1 0 05 Jul 2022
Breaking Feedback Loops in Recommender Systems with Causal Inference K. Krauth Yixin Wang Michael I. Jordan CML 49 19 0 04 Jul 2022
Performative Reinforcement Learning Debmalya Mandal Stelios Triantafyllou Goran Radanović 33 17 0 30 Jun 2022
A Validity Perspective on Evaluating the Justified Use of Data-driven Decision-making Algorithms Amanda Coston Anna Kawakami Haiyi Zhu Kenneth Holstein Hoda Heidari 49 34 0 30 Jun 2022
Human-AI Collaboration in Decision-Making: Beyond Learning to Defer Diogo Leitao Pedro Saleiro Mário A. T. Figueiredo P. Bizarro 17 20 0 27 Jun 2022
Prisoners of Their Own Devices: How Models Induce Data Bias in Performative Prediction José P. Pombal Pedro Saleiro Mário A. T. Figueiredo P. Bizarro 26 4 0 27 Jun 2022
Modeling Content Creator Incentives on Algorithm-Curated Platforms Jiri Hron K. Krauth Michael I. Jordan Niki Kilbertus Sarah Dean 23 37 0 27 Jun 2022
Is your model predicting the past? Moritz Hardt Michael P. Kim 16 11 0 23 Jun 2022
Emergent specialization from participation dynamics and multi-learner retraining Sarah Dean Mihaela Curmei Lillian J. Ratliff Jamie Morgenstern Maryam Fazel 24 5 0 06 Jun 2022
Social Bias Meets Data Bias: The Impacts of Labeling and Measurement Errors on Fairness Criteria Yiqiao Liao Parinaz Naghizadeh Ardabili 21 8 0 31 May 2022
Predictor-corrector algorithms for stochastic optimization under gradual distribution shift Subha Maity Debarghya Mukherjee Moulinath Banerjee Yuekai Sun OOD 31 5 0 26 May 2022
Preference Dynamics Under Personalized Recommendations Sarah Dean Jamie Morgenstern 75 34 0 25 May 2022
Surprises in adversarially-trained linear regression Antônio H. Ribeiro Dave Zachariah Thomas B. Schon AAML 108 2 0 25 May 2022
Addressing Strategic Manipulation Disparities in Fair Classification Vijay Keswani L. E. Celis 24 3 0 22 May 2022
Decision-Dependent Risk Minimization in Geometrically Decaying Dynamic Environments Mitas Ray Dmitriy Drusvyatskiy Maryam Fazel Lillian J. Ratliff 8 32 0 08 Apr 2022
Achieving Long-Term Fairness in Sequential Decision Making Yaowei Hu Lu Zhang 23 20 0 04 Apr 2022
Performative Power Moritz Hardt Meena Jagadeesan Celestine Mendler-Dünner 19 35 0 31 Mar 2022
Learning Losses for Strategic Classification Tosca Lechner Ruth Urner 15 19 0 25 Mar 2022
The worst of both worlds: A comparative analysis of errors in learning from data in psychology and machine learning Jessica Hullman Sayash Kapoor Priyanka Nanayakkara Andrew Gelman Arvind Narayanan 33 39 0 12 Mar 2022
Off-Policy Evaluation with Policy-Dependent Optimization Response Wenshuo Guo Michael I. Jordan Angela Zhou CML OffRL 26 3 0 25 Feb 2022
Online Decision Transformer Qinqing Zheng Amy Zhang Aditya Grover OffRL 16 204 0 11 Feb 2022
Fair When Trained, Unfair When Deployed: Observable Fairness Measures are Unstable in Performative Prediction Settings Alan Mishler Niccolò Dalmasso 19 17 0 10 Feb 2022
Regret Minimization with Performative Feedback Meena Jagadeesan Tijana Zrnic Celestine Mendler-Dünner 32 33 0 01 Feb 2022