Aaron Roth
- Fairness in Criminal Justice Risk Assessments: The State of the Art
2018/07/02 by Richard A. Berk, Richard Berk, Hoda Heidari +3 · 48 citations
Social Sciences · Economics, Econometrics and Finance · #Crime Patterns and Interventions #Law, Economics, and Judicial Systems #Criminal Justice and Corrections Analysis
- Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness
2017/11/14 by Michael Kearns, Seth Neel, Kearns, Michael +5 · 33 citations
Social Sciences · #Computer Science and Game Theory (cs.GT) #Data Structures and Algorithms (cs.DS) #Digital Economy and Work Transformation #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Descent-to-Delete: Gradient-Based Methods for Machine Unlearning
2020/07/06 by Seth Neel, Aaron Roth, Neel, Seth +3 · 34 citations
Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Privacy-Preserving Technologies in Data
- Fairness in Criminal Justice Risk Assessments: The State of the Art
2017/03/27 by Richard A. Berk, Hoda Heidari, Berk, Richard A. +7 · 19 citations
Environmental Science · Social Sciences · #Crime Patterns and Interventions #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (stat.ML) #Wildlife Conservation and Criminology Analyses
- Adaptive Machine Unlearning
2021/06/08 by Varun Gupta, Christopher Jung, Gupta, Varun +9 · 19 citations
Computer Science · Medicine · #COVID-19 diagnosis using AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- A Convex Framework for Fair Regression
2017/06/07 by Richard A. Berk, Hoda Heidari, Berk, Richard +13 · 11 citations
Social Sciences · #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Selling Privacy at Auction
2010/11/05 by Arpita Ghosh, Ghosh, Arpita, Aaron Roth +1 · 7 citations
Computer Science · Decision Sciences · #Privacy-Preserving Technologies in Data #Mobile Crowdsensing and Crowdsourcing #Auction Theory and Applications
- Dual Query: Practical Private Query Release for High Dimensional Data
2014/02/06 by Marco Gaboardi, Emilio Jesús Gallego Arias, Justin Hsu +2 · 1 voice · 1 citation
#cs.DS #cs.CR #cs.DB #cs.LG
- Scalable Membership Inference Attacks via Quantile Regression
2023/07/07 by Martín Bertrán, Shuai Tang, Bertran, Martin +9 · 11 citations
Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Terrorism, Counterterrorism, and Political Violence
- Differentially Private Fair Learning
2018/12/06 by Matthew Jagielski, Michael Kearns, Jagielski, Matthew +11 · 6 citations
Computer Science · Social Sciences · Mathematics · #Privacy-Preserving Technologies in Data #Ethics and Social Impacts of AI #Advanced Causal Inference Techniques
- Moment Multicalibration for Uncertainty Estimation
2020/08/18 by Christopher Jung, Chang Hwa Lee, Jung, Christopher +7 · 8 citations
Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
- Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents
2025/02/04 by Shayan Kiyani, George J. Pappas, George Pappas +6 · 2 voices · 11 citations
Computer Science · #Anomaly Detection Techniques and Applications #Statistical and Computational Modeling #cs.AI #cs.LG #stat.ML
- Batch Multivalid Conformal Prediction
2022/09/30 by Christopher Jung, Georgy Noarov, Jung, Christopher +5 · 6 citations
Computer Science · Mathematics · Medicine · #Bone and Joint Diseases #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Statistical Methods and Inference #Statistics Theory (math.ST)
- Accuracy First: Selecting a Differential Privacy Level for\n Accuracy-Constrained ERM
2017/05/30 by Katrina Ligett, Seth Neel, Ligett, Katrina +8 · 4 citations
Computer Science · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Random Matrices and Applications #Statistical Methods and Bayesian Inference
- High-Dimensional Prediction for Sequential Decision Making
2023/10/26 by Georgy Noarov, Noarov, Georgy, Ramya Ramalingam +4 · 7 citations
Computer Science · Decision Sciences · #Explainable Artificial Intelligence (XAI) #Advanced Bandit Algorithms Research #Decision-Making and Behavioral Economics
- Multicalibration as Boosting for Regression
2023/01/31 by Ira Globus-Harris, Declan Harrison, Globus-Harris, Ira +7 · 5 citations
Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Machine Learning and Algorithms #Advanced Statistical Process Monitoring
- Differentially Private Combinatorial Optimization
2009/03/26 by Anupam Gupta, Katrina Ligett, Gupta, Anupam +7 · 2 citations
Computer Science · #Complexity and Algorithms in Graphs #Computer Science and Game Theory (cs.GT) #Cryptography and Data Security #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
- Constrained Non-Monotone Submodular Maximization: Offline and Secretary\n Algorithms
2010/03/07 by Anupam Gupta, Aaron Roth, Gupta, Anupam +5 · 2 citations
Computer Science · #Complexity and Algorithms in Graphs #Cryptography and Data Security
- Reconstruction Attacks on Machine Unlearning: Simple Models are Vulnerable
2024/05/30 by Martín Bertrán, Bertran, Martin, Shuai Tang +9 · 6 citations
Engineering · #Robotic Process Automation Applications
- Tractable Agreement Protocols
2024/11/29 by Natalie Collina, Surbhi Goel, Collina, Natalie +5 · 2 voices · 4 citations
Business, Management and Accounting · #Law, logistics, and international trade #cs.DS #cs.GT #cs.LG
- Local Differential Privacy for Evolving Data
2018/02/20 by Matthew Joseph, Joseph, Matthew, Aaron Roth +5 · 2 citations
Computer Science · Engineering · #Privacy-Preserving Technologies in Data #Vehicular Ad Hoc Networks (VANETs) #Internet Traffic Analysis and Secure E-voting
- The Relationship between No-Regret Learning and Online Conformal Prediction
2025/02/16 by Ramya Ramalingam, Ramalingam, Ramya, Shayan Kiyani +3 · 5 citations
Computer Science · #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Text and Document Classification Technologies
- Collaborative Prediction: Tractable Information Aggregation via Agreement
2025/04/08 by Natalie Collina, Collina, Natalie, Ira Globus-Harris +9 · 1 voice · 6 citations
Decision Sciences · Computer Science · #cs.LG #cs.DS #cs.GT
- A Learning Theory Approach to Non-Interactive Database Privacy
2011/09/10 by Avrim Blum, Katrina Ligett, Blum, Avrim +3 · 1 citation
Computer Science · #Complexity and Algorithms in Graphs #Cryptography and Data Security #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Forecasting for Swap Regret for All Downstream Agents
2024/02/13 by Aaron Roth, Mirah Shi, Roth, Aaron +1 · 4 citations
Decision Sciences · #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Probability and Risk Models
- Max-Information, Differential Privacy, and Post-Selection Hypothesis\n Testing
2016/04/13 by Ryan Rogers, Rogers, Ryan, Aaron Roth +5 · 1 citation
Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Wireless Communication Security Techniques
- Online Learning with an Unknown Fairness Metric
2018/02/20 by Stephen Gillen, Christopher Jung, Gillen, Stephen +5 · 3 citations
Social Sciences · Computer Science · #Ethics and Social Impacts of AI #Reinforcement Learning in Robotics #Machine Learning and Algorithms
- Reconciling Individual Probability Forecasts
2022/09/04 by Aaron Roth, Alexander Tolbert, Roth, Aaron +3 · 1 voice · 1 citation
Computer Science · Mathematics · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Statistics Theory (math.ST) #cs.DS #cs.LG #math.ST
- Intersectional Fairness in Reinforcement Learning with Large State and Constraint Spaces
2025/02/17 by Eric Eaton, Marcel Hussing, Eaton, Eric +9 · 2 voices · 2 citations
#cs.LG #cs.GT
- Multicalibrated Regression for Downstream Fairness
2022/09/15 by Ira Globus-Harris, Varun Gupta, Globus-Harris, Ira +9 · 1 citation
Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Data Structures and Algorithms (cs.DS) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG)
- The Scope of Multicalibration: Characterizing Multicalibration via Property Elicitation
2023/02/16 by Georgy Noarov, Noarov, Georgy, Aaron Roth +1 · 1 citation
Decision Sciences · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Probabilistic and Robust Engineering Design #Risk and Portfolio Optimization #Risk and Safety Analysis #Statistics Theory (math.ST)
- Algorithmic Collusion Without Threats
2024/09/06 by Eshwar Ram Arunachaleswaran, Natalie Collina, Arunachaleswaran, Eshwar Ram +7 · 3 voices · 1 citation
Computer Science · Social Sciences · #Blockchain Technology Applications and Security #Computability, Logic, AI Algorithms #Ethics and Social Impacts of AI #cs.GT #cs.LG #econ.TH
- Sample Efficient Omniprediction and Downstream Swap Regret for Non-Linear Losses
2025/02/18 by Jiuyao Lu, Lu, Jiuyao, Aaron Roth +3 · 4 citations
Computer Science · #Bayesian Modeling and Causal Inference #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Networked Information Aggregation via Machine Learning
2025/07/13 by Michael Kearns, Aaron Roth, Kearns, Michael +3 · 1 voice · 2 citations
Computer Science · #Internet Traffic Analysis and Secure E-voting
- Membership Inference Attacks on Diffusion Models via Quantile Regression
2023/12/08 by Shuai Tang, Tang, Shuai, Zhiwei Steven Wu +7 · 1 citation
Computer Science · Mathematics · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Statistical Methods and Inference #Stochastic Gradient Optimization Techniques
- Diversified Ensembling: An Experiment in Crowdsourced Machine Learning
2024/02/16 by Ira Globus-Harris, Declan Harrison, Globus-Harris, Ira +7 · 1 citation
Computer Science · Mathematics · #Open Source Software Innovations #Mobile Crowdsensing and Crowdsourcing #Statistics Education and Methodologies
- Auto-GDA: Automatic Domain Adaptation for Efficient Grounding Verification in Retrieval-Augmented Generation
2024/10/04 by Tobias Leemann, Leemann, Tobias, Petridis, Periklis +8 · 1 citation
Computer Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Speech and dialogue systems #Topic Modeling
- Replicable Reinforcement Learning with Linear Function Approximation
2025/09/10 by Eric Eaton, Marcel Hussing, Eaton, Eric +9 · 2 voices · 1 citation
Computer Science · #Generative Adversarial Networks and Image Synthesis #Reinforcement Learning in Robotics #Stochastic Gradient Optimization Techniques #cs.LG
- Model Agreement via Anchoring
2026/02/26 by Eric Eaton, Surbhi Goel, Marcel Hussing +4 · 3 voices
#cs.LG #cs.AI