Moritz Hardt

Most-cited papers

Equality of Opportunity in Supervised Learning
Moritz Hardt, Eric Price, N. Srebro
2016Neural Information Processing Systems5,538 citations
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Understanding deep learning requires rethinking generalization
Chiyuan Zhang, Samy Bengio, Moritz Hardt, B. Recht +1 more
2016International Conference on Learning Representations5,347 citations
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Understanding deep learning (still) requires rethinking generalization
Chiyuan Zhang, Samy Bengio, Moritz Hardt, B. Recht +1 more
2021Communications of the ACM2,908 citations Open access
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Sanity Checks for Saliency Maps
Julius Adebayo, J. Gilmer, M. Muelly, I. Goodfellow +2 more
2018Neural Information Processing Systems2,768 citations
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Test-Time Training with Self-Supervision for Generalization under Distribution Shifts
Yu Sun, X. Wang, Zhuang Liu, John Miller +2 more
2019International Conference on Machine Learning1,533 citations
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Train faster, generalize better: Stability of stochastic gradient descent
Moritz Hardt, B. Recht, Y. Singer
2015International Conference on Machine Learning1,508 citations
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Fairness and Machine Learning Limitations and Opportunities
S. Barocas, Moritz Hardt, Arvind Narayanan
2018715 citations
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Retiring Adult: New Datasets for Fair Machine Learning
Frances Ding, Moritz Hardt, John Miller, Ludwig Schmidt
2021Neural Information Processing Systems684 citations
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Avoiding Discrimination through Causal Reasoning
Niki Kilbertus, Mateo Rojas-Carulla, Giambattista Parascandolo, Moritz Hardt +2 more
2017Neural Information Processing Systems657 citations
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Performative Prediction
Juan C. Perdomo, Tijana Zrnic, Celestine Mendler-Dünner, Moritz Hardt
2020International Conference on Machine Learning564 citations
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A System for Massively Parallel Hyperparameter Tuning
Liam Li, Kevin G. Jamieson, A. Rostamizadeh, E. Gonina +4 more
2018Conference on Machine Learning and Systems559 citations
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Delayed Impact of Fair Machine Learning
Lydia T. Liu, Sarah Dean, Esther Rolf, Max Simchowitz +1 more
2018International Conference on Machine Learning554 citations Open access
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Strategic Classification
Moritz Hardt, N. Megiddo, C. Papadimitriou, Mary K. Wootters
2015Information Technology Convergence and Services496 citations Open access
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Preserving Statistical Validity in Adaptive Data Analysis
C. Dwork, V. Feldman, Moritz Hardt, T. Pitassi +2 more
2014Symposium on the Theory of Computing433 citations
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Identity Matters in Deep Learning
Moritz Hardt, Tengyu Ma
2016International Conference on Learning Representations421 citations
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The reusable holdout: Preserving validity in adaptive data analysis
C. Dwork, V. Feldman, Moritz Hardt, T. Pitassi +2 more
2015Science416 citations
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Algorithmic amplification of politics on Twitter
Ferenc Huszár, S. Ktena, Conor O'Brien, Luca Belli +2 more
2021Proceedings of the National Academy of Sciences of the United States of America400 citations Open access
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Generalization in Adaptive Data Analysis and Holdout Reuse
C. Dwork, V. Feldman, Moritz Hardt, T. Pitassi +2 more
2015Neural Information Processing Systems289 citations
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Gradient Descent Learns Linear Dynamical Systems
Moritz Hardt, Tengyu Ma, B. Recht
2016Journal of machine learning research279 citations
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Understanding Alternating Minimization for Matrix Completion
Moritz Hardt
2013IEEE Annual Symposium on Foundations of Computer Science276 citations Open access
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Measuring the predictability of life outcomes with a scientific mass collaboration
Matthew J. Salganik, Ian Lundberg, Alexander T. Kindel, Caitlin E. Ahearn +108 more
2020Proceedings of the National Academy of Sciences of the United States of America266 citations Open access
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The Noisy Power Method: A Meta Algorithm with Applications
Moritz Hardt, Eric Price
2013Neural Information Processing Systems234 citations
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A Meta-Analysis of Overfitting in Machine Learning
R. Roelofs, Vaishaal Shankar, B. Recht, Sara Fridovich-Keil +3 more
2019Neural Information Processing Systems219 citations
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The Social Cost of Strategic Classification
S. Milli, John Miller, A. Dragan, Moritz Hardt
2018FAT219 citations Open access
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Model Reconstruction from Model Explanations
S. Milli, Ludwig Schmidt, A. Dragan, Moritz Hardt
2018FAT218 citations Open access
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The Ladder: A Reliable Leaderboard for Machine Learning Competitions
Avrim Blum, Moritz Hardt
2015International Conference on Machine Learning199 citations
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Massively Parallel Hyperparameter Tuning
Liam Li, Kevin G. Jamieson, A. Rostamizadeh, E. Gonina +3 more
2018arXiv.org194 citations
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Stochastic Optimization for Performative Prediction
Celestine Mendler-Dünner, Juan C. Perdomo, Tijana Zrnic, Moritz Hardt
2020Neural Information Processing Systems168 citations
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Stable Recurrent Models
John Miller, Moritz Hardt
2018International Conference on Learning Representations150 citations
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Preventing False Discovery in Interactive Data Analysis Is Hard
Moritz Hardt, Jonathan Ullman
2014IEEE Annual Symposium on Foundations of Computer Science146 citations
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Strategic Classification is Causal Modeling in Disguise
John Miller, S. Milli, Moritz Hardt
2019International Conference on Machine Learning141 citations
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Algorithms and Hardness for Robust Subspace Recovery
Moritz Hardt, Ankur Moitra
2012Annual Conference Computational Learning Theory122 citations
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Questioning the Survey Responses of Large Language Models
Ricardo Dominguez-Olmedo, Moritz Hardt, Celestine Mendler-Dunner
2023Neural Information Processing Systems120 citations Open access
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Tight Bounds for Learning a Mixture of Two Gaussians
Moritz Hardt, Eric Price
2014Symposium on the Theory of Computing117 citations
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Fast matrix completion without the condition number
Moritz Hardt, Mary K. Wootters
2014Annual Conference Computational Learning Theory113 citations
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Test-Time Training for Out-of-Distribution Generalization
Yu Sun, Xiao-Long Wang, Zhuang Liu, John Miller +2 more
2019arXiv.org110 citations
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The Implicit Fairness Criterion of Unconstrained Learning
Lydia T. Liu, Max Simchowitz, Moritz Hardt
2018International Conference on Machine Learning100 citations
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Identity Crisis: Memorization and Generalization under Extreme Overparameterization
Chiyuan Zhang, Samy Bengio, Moritz Hardt, M. Mozer +1 more
2019International Conference on Learning Representations98 citations
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Test-Time Training on Nearest Neighbors for Large Language Models
Moritz Hardt, Yu Sun
2023International Conference on Learning Representations97 citations Open access
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Performative Prediction: Past and Future
Moritz Hardt, Celestine Mendler-Dünner
2023Statistical Science81 citations
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Revisiting Design Choices in Proximal Policy Optimization
Chloe Ching-Yun Hsu, Celestine Mendler-Dünner, Moritz Hardt
2020arXiv.org69 citations
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Differentially Private Learning of Structured Discrete Distributions
Ilias Diakonikolas, Moritz Hardt, Ludwig Schmidt
2015Neural Information Processing Systems67 citations
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Model Similarity Mitigates Test Set Overuse
Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt +1 more
2019Neural Information Processing Systems66 citations
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From Optimizing Engagement to Measuring Value
S. Milli, Luca Belli, Moritz Hardt
2020Conference on Fairness, Accountability and Transparency63 citations Open access
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Computational Limits for Matrix Completion
Moritz Hardt, Raghu Meka, P. Raghavendra, B. Weitz
2014Annual Conference Computational Learning Theory62 citations
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Difficult Lessons on Social Prediction from Wisconsin Public Schools
Juan C. Perdomo, Tolani A. Britton, Moritz Hardt, Rediet Abebe
2023Conference on Fairness, Accountability and Transparency61 citations Open access
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Alternative Microfoundations for Strategic Classification
Meena Jagadeesan, Celestine Mendler-Dünner, Moritz Hardt
2021International Conference on Machine Learning60 citations
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Performative Power
Moritz Hardt, Meena Jagadeesan, Celestine Mendler-Dünner
2022Neural Information Processing Systems59 citations Open access
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Algorithmic Collective Action in Machine Learning
Moritz Hardt, Eric Mazumdar, Celestine Mendler-Dunner, Tijana Zrnic
2023International Conference on Machine Learning46 citations Open access
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Patterns, predictions, and actions: A story about machine learning
Moritz Hardt, B. Recht
2021arXiv.org38 citations
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