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Moritz Hardt

  1. Understanding deep learning requires rethinking generalization
    2016/11/10 by Chiyuan Zhang, Zhang, Chiyuan, Samy Bengio +7 · 9 voices · 222 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Gaussian Processes and Bayesian Inference #Stochastic Gradient Optimization Techniques #cs.LG
  2. Understanding deep learning (still) requires rethinking generalization
    2021/02/22 by Chiyuan Zhang, Samy Bengio, Moritz Hardt +2 · 150 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Gaussian Processes and Bayesian Inference #Stochastic Gradient Optimization Techniques
  3. Equality of Opportunity in Supervised Learning
    2016/10/07 by Moritz Hardt, Eric Price, Hardt, Moritz +3 · 350 citations
    Social Sciences · Computer Science · #Ethics and Social Impacts of AI #Privacy-Preserving Technologies in Data #Explainable Artificial Intelligence (XAI)
  4. Fairness Through Awareness
    2011/04/20 by Cynthia Dwork, Moritz Hardt, Dwork, Cynthia +7 · 128 citations
    Computer Science · Social Sciences · #Computational Complexity (cs.CC) #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Income, Poverty, and Inequality #Privacy-Preserving Technologies in Data
  5. Sanity Checks for Saliency Maps
    2018/10/08 by Julius Adebayo, Adebayo, Julius, Justin Gilmer +9 · 150 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Visual Attention and Saliency Detection
  6. Performative Prediction
    2020/02/16 by Juan C. Perdomo, Perdomo, Juan C., Tijana Zrnic +5 · 55 citations
    Decision Sciences · Social Sciences · Economics, Econometrics and Finance · #Game Theory and Applications #Experimental Behavioral Economics Studies #Sports Analytics and Performance
  7. Test-Time Training on Nearest Neighbors for Large Language Models
    2023/05/29 by Moritz Hardt, Yu Sun, Hardt, Moritz +1 · 2 voices · 22 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.CL #cs.LG
  8. Retiring Adult: New Datasets for Fair Machine Learning
    2021/08/10 by Frances Ding, Ding, Frances, Moritz Hardt +5 · 39 citations
    Environmental Science · Social Sciences · #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Health, Environment, Cognitive Aging #Insurance, Mortality, Demography, Risk Management #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  9. Patterns, predictions, and actions: A story about machine learning
    2021/02/10 by Moritz Hardt, Hardt, Moritz, Benjamin Recht +1 · 4 voices · 1 citation
    #cs.LG #stat.ML
  10. Algorithmic amplification of politics on Twitter
    2021/10/21 by Ferenc Huszár, Sofia Ira Ktena, Conor Cruise O’Brien +4 · 2 voices · 12 citations
    Physics and Astronomy · Social Sciences · #Computational and Text Analysis Methods #Opinion Dynamics and Social Influence #Social Media and Politics #cs.CY #cs.SI
  11. Strategic Classification
    2015/06/23 by Moritz Hardt, Hardt, Moritz, Nimrod Megiddo +5 · 20 citations
    Computer Science · Decision Sciences · #Machine Learning and Algorithms #Advanced Bandit Algorithms Research #Auction Theory and Applications
  12. Stochastic Optimization for Performative Prediction
    2020/06/12 by Celestine Mendler-Dünner, Juan C. Perdomo, Mendler-Dünner, Celestine +5 · 14 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Stochastic Gradient Optimization Techniques
  13. Identity Matters in Deep Learning
    2016/11/14 by Moritz Hardt, Tengyu Ma, Hardt, Moritz +1 · 14 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
  14. On the Geometry of Differential Privacy
    2009/07/21 by Moritz Hardt, Kunal Talwar, Hardt, Moritz +1 · 7 citations
    Computer Science · Social Sciences · #Computational Complexity (cs.CC) #Cryptography and Data Security #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data
  15. Questioning the Survey Responses of Large Language Models
    2023/06/13 by Ricardo Dominguez-Olmedo, Dominguez-Olmedo, Ricardo, Moritz Hardt +3 · 16 citations
    Computer Science · Social Sciences · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Topic Modeling
  16. The Social Cost of Strategic Classification
    2018/08/25 by Smitha Milli, Milli, Smitha, John P. Miller +5 · 9 citations
    Social Sciences · Decision Sciences · #Experimental Behavioral Economics Studies #Decision-Making and Behavioral Economics #Corruption and Economic Development
  17. Stable Recurrent Models
    2018/05/25 by J. J. Miller, Miller, John, Moritz Hardt +1 · 10 citations
    Computer Science · Physics and Astronomy · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications
  18. Difficult Lessons on Social Prediction from Wisconsin Public Schools
    2023/04/13 by Juan C. Perdomo, Perdomo, Juan C., Tolani Britton +5 · 7 citations
    Decision Sciences · Social Sciences · #Applications (stat.AP) #Computers and Society (cs.CY) #Early Childhood Education and Development #Educational Assessment and Improvement #FOS: Computer and information sciences #FOS: Economics and business #General Economics (econ.GN) #Machine Learning (cs.LG) #School Choice and Performance
  19. Algorithms and Hardness for Robust Subspace Recovery
    2012/11/05 by Moritz Hardt, Ankur Moitra, Hardt, Moritz +1 · 3 citations
    Computer Science · Engineering · #Computational Complexity (cs.CC) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Information Theory (cs.IT) #Integrated Circuits and Semiconductor Failure Analysis #Machine Learning (cs.LG) #Machine Learning and Algorithms #Sparse and Compressive Sensing Techniques
  20. Limits to scalable evaluation at the frontier: LLM as Judge won't beat twice the data
    2024/10/17 by Florian E. Dorner, Vivian Y. Nastl, Dorner, Florian E. +3 · 1 voice · 10 citations
    Computer Science · Health Professions · Mathematics · Social Sciences · #FOS: Computer and information sciences #Legal Education and Practice Innovations #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Medical Malpractice and Liability Issues #cs.LG #stat.ML
  21. Algorithmic Collective Action in Machine Learning
    2023/02/08 by Moritz Hardt, Hardt, Moritz, Eric Mazumdar +5 · 6 citations
    Physics and Astronomy · Mathematics · Computer Science · #Opinion Dynamics and Social Influence #Mathematical Biology Tumor Growth #Mobile Crowdsensing and Crowdsourcing
  22. Inherent Trade-Offs between Diversity and Stability in Multi-Task Benchmarks
    2024/05/02 by Guanhua Zhang, Zhang, Guanhua, Moritz Hardt +1 · 1 voice · 4 citations
    Computer Science · #Reinforcement Learning in Robotics #cs.LG
  23. Tight bounds for learning a mixture of two gaussians
    2014/04/19 by Moritz Hardt, Eric Price, Hardt, Moritz +1 · 2 citations
    Computer Science · #Bayesian Methods and Mixture Models #Data Structures and Algorithms (cs.DS) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
  24. Do causal predictors generalize better to new domains?
    2024/02/15 by Vivian Y. Nastl, Moritz Hardt, Nastl, Vivian Y. +1 · 3 voices · 3 citations
    Computer Science · #Topic Modeling
  25. Balancing Competing Objectives with Noisy Data: Score-Based Classifiers for Welfare-Aware Machine Learning
    2020/03/14 by Esther Rolf, Max Simchowitz, Rolf, Esther +11 · 3 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
  26. The advantages of multiple classes for reducing overfitting from test\n set reuse
    2019/05/24 by Vitaly Feldman, Roy Frostig, Feldman, Vitaly +3 · 5 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Data Structures and Algorithms (cs.DS) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  27. Decline Now: A Combinatorial Model for Algorithmic Collective Action
    2024/10/16 by Dorothee Sigg, Sigg, Dorothee, Moritz Hardt +3 · 6 citations
    Business, Management and Accounting · Computer Science · #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Graph Theory and Algorithms #Human-Computer Interaction (cs.HC) #University-Industry-Government Innovation Models
  28. Climbing a shaky ladder: Better adaptive risk estimation
    2017/06/08 by Moritz Hardt, Hardt, Moritz · 2 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
  29. Private Data Release via Learning Thresholds
    2011/07/13 by Moritz Hardt, Guy N. Rothblum, Hardt, Moritz +3 · 1 citation
    Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Complexity and Algorithms in Graphs
  30. ImageNot: A contrast with ImageNet preserves model rankings
    2024/04/02 by Olawale Salaudeen, Salaudeen, Olawale, Moritz Hardt +1 · 3 citations
    Computer Science · #Image Retrieval and Classification Techniques #AI in cancer detection #Music and Audio Processing
  31. How Benchmark Prediction from Fewer Data Misses the Mark
    2025/06/09 by Guanhua Zhang, Zhang, Guanhua, Florian E. Dorner +3 · 1 voice · 4 citations
    #cs.LG
  32. Computational Arbitrage in AI Model Markets
    2026/03/23 by Ricardo Olmedo, Bernhard Schölkopf, Moritz Hardt · 2 voices
    Computer Science · #cs.AI #cs.LG
  33. FutureSim: Replaying World Events to Evaluate Adaptive Agents
    2026/05/14 by Shashwat Goel, Nikhil Chandak, Arvindh Arun +5 · 2 voices
    Computer Science · #cs.LG #cs.AI #cs.CL
  34. Lawma: The Power of Specialization for Legal Annotation
    2024/07/23 by Ricardo Dominguez-Olmedo, Dominguez-Olmedo, Ricardo, Vedant Nanda +15 · 2 citations
    Social Sciences · #Artificial Intelligence (cs.AI) #Comparative and International Law Studies #Computation and Language (cs.CL) #European and International Contract Law #FOS: Computer and information sciences #Legal Education and Practice Innovations #Machine Learning (cs.LG)
  35. A Theory of Dynamic Benchmarks
    2022/10/06 by Ali Shirali, Shirali, Ali, Rediet Abebe +3 · 1 citation
    Computer Science · Economics, Econometrics and Finance · #Explainable Artificial Intelligence (XAI) #Machine Learning and Data Classification #Sports Analytics and Performance
  36. An engine not a camera: Measuring performative power of online search
    2024/05/29 by Celestine Mendler-Dünner, Gabriele Carovano, Mendler-Dünner, Celestine +3 · 1 voice · 1 citation
    Computer Science · Social Sciences · #Computers and Society (cs.CY) #Digital Games and Media #FOS: Computer and information sciences #Information Retrieval (cs.IR) #cs.CY #cs.IR
  37. Train-before-Test Harmonizes Language Model Rankings
    2025/07/07 by Guanhua Zhang, Ricardo Dominguez-Olmedo, Zhang, Guanhua +3 · 4 citations
    Computer Science · #Topic Modeling #Explainable Artificial Intelligence (XAI) #Natural Language Processing Techniques
  38. Allocation Requires Prediction Only if Inequality Is Low
    2024/06/19 by Ali Shirali, Shirali, Ali, Rediet Abebe +3 · 1 citation
    Computer Science · Mathematics · Medicine · #Advanced Causal Inference Techniques #Artificial Intelligence in Healthcare and Education #Computers and Society (cs.CY) #FOS: Computer and information sciences #FOS: Economics and business #Machine Learning (cs.LG) #Stochastic Gradient Optimization Techniques #Theoretical Economics (econ.TH)
  39. Retraining Seeks Stable Signals
    2026/07/17 by Moritz Hardt
    #stat.ML #cs.LG