Gautam Kamath
- Sever: A Robust Meta-Algorithm for Stochastic Optimization
2018/03/07 by Ilias Diakonikolas, Gautam Kamath, Diakonikolas, Ilias +9 · 11 citations
Computer Science · #Machine Learning and Algorithms #Machine Learning and Data Classification #Adversarial Robustness in Machine Learning
- Optimal Testing for Properties of Distributions
2015/07/21 by Jayadev Acharya, Acharya, Jayadev, Constantinos Daskalakis +3 · 10 citations
Computer Science · #Bayesian Modeling and Causal Inference #Complexity and Algorithms in Graphs #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning and Algorithms #Statistics Theory (math.ST)
- Being Robust (in High Dimensions) Can Be Practical
2017/03/02 by Ilias Diakonikolas, Gautam Kamath, Diakonikolas, Ilias +9 · 12 citations
Mathematics · Computer Science · #Statistical Methods and Inference #Advanced Statistical Methods and Models #Machine Learning and Algorithms
- Position: Considerations for Differentially Private Learning with Large-Scale Public Pretraining
2022/12/13 by Florian Tramèr, Tramèr, Florian, Gautam Kamath +3 · 10 citations
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Membership Inference Attacks Cannot Prove that a Model Was Trained On Your Data
2024/09/29 by Jie Zhang, Zhang, Jie, Debeshee Das +5 · 1 voice · 12 citations
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.CR #cs.LG
- A Bias-Accuracy-Privacy Trilemma for Statistical Estimation
2023/01/30 by Gautam Kamath, Argyris Mouzakis, Kamath, Gautam +9 · 1 voice · 5 citations
Computer Science · Decision Sciences · Mathematics · #Privacy-Preserving Technologies in Data #Probability and Risk Models #Markov Chains and Monte Carlo Methods
- Private Mean Estimation of Heavy-Tailed Distributions
2020/02/21 by Gautam Kamath, Kamath, Gautam, Vikrant Singhal +3 · 4 citations
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 #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Improved Rates for Differentially Private Stochastic Convex Optimization with Heavy-Tailed Data
2021/06/02 by Gautam Kamath, Kamath, Gautam, Xingtu Liu +3 · 4 citations
Computer Science · Engineering · #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Wireless Communication Security Techniques
- The Price of Tolerance in Distribution Testing
2021/06/25 by Clément L. Canonne, Canonne, Clément L., Ayush Jain +5 · 4 citations
Computer Science · #Adversarial Robustness in Machine Learning #Complexity and Algorithms in Graphs #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Probability (math.PR) #Statistics Theory (math.ST)
- Hidden Poison: Machine Unlearning Enables Camouflaged Poisoning Attacks
2022/12/21 by Jimmy Z. Di, Di, Jimmy Z., Jack F. Douglas +7 · 5 citations
Computer Science · #Advanced Image Processing Techniques #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #FOS: Computer and information sciences #Machine Learning (cs.LG)
- CoinPress: Practical Private Mean and Covariance Estimation
2020/06/11 by Sourav Biswas, Biswas, Sourav, Yihe Dong +5 · 4 citations
Computer Science · Mathematics · #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
- Machine Unlearning Fails to Remove Data Poisoning Attacks
2024/06/25 by Martin Pawelczyk, Jimmy Z. Di, Pawelczyk, Martin +9 · 6 citations
Computer Science · #Digital and Cyber Forensics #Cloud Data Security Solutions #Security and Verification in Computing
- Privately Learning Markov Random Fields
2020/02/21 by Huanyu Zhang, Gautam Kamath, Zhang, Huanyu +5 · 2 citations
Computer Science · #Cryptography and Security (cs.CR) #Data Stream Mining Techniques #Data Structures and Algorithms (cs.DS) #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Advancing Differential Privacy: Where We Are Now and Future Directions for Real-World Deployment
2023/04/14 by Rachel Cummings, Cummings, Rachel, Damien Desfontaines +45 · 3 citations
Social Sciences · #Privacy, Security, and Data Protection
- Exploring the Limits of Model-Targeted Indiscriminate Data Poisoning Attacks
2023/03/07 by Yiwei Lu, Gautam Kamath, Lu, Yiwei +3 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications
- Choosing Public Datasets for Private Machine Learning via Gradient Subspace Distance
2023/03/02 by Xin Gu, Gu, Xin, Gautam Kamath +3 · 1 voice · 2 citations
Computer Science · Mathematics · #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Statistical Methods and Bayesian Inference #Stochastic Gradient Optimization Techniques #cs.CR #cs.CV #cs.DS #cs.LG #stat.ML
- A Primer on Private Statistics
2020/04/30 by Gautam Kamath, Jonathan Ullman, Kamath, Gautam +1 · 2 citations
Computer Science · Medicine · #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #Data-Driven Disease Surveillance #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data
- Avoiding Pitfalls for Privacy Accounting of Subsampled Mechanisms under Composition
2024/05/27 by Christian Janos Lebeda, Matthew Regehr, Lebeda, Christian Janos +5 · 1 voice · 2 citations
Engineering · #Manufacturing Process and Optimization #cs.CR #cs.DS #cs.LG #stat.ML
- Indiscriminate Data Poisoning Attacks on Neural Networks
2022/04/19 by Yiwei Lu, Lu, Yiwei, Gautam Kamath +3 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare
- A Chasm Between Identity and Equivalence Testing with Conditional Queries
2014/11/26 by Jayadev Acharya, Clément L. Canonne, Acharya, Jayadev +3 · 1 citation
Computer Science · #Algorithms and Data Compression #Complexity and Algorithms in Graphs #Computational Complexity (cs.CC) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Algorithms #Probability (math.PR) #Statistics Theory (math.ST)
- Priv'IT: Private and Sample Efficient Identity Testing
2017/03/29 by Bryan Cai, Constantinos Daskalakis, Cai, Bryan +3 · 1 citation
Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Adversarial Robustness in Machine Learning
- The Broader Landscape of Robustness in Algorithmic Statistics
2024/12/03 by Gautam Kamath, Kamath, Gautam · 3 voices
Mathematics · Computer Science · #Advanced Statistical Methods and Models #Machine Learning and Data Classification
- Differentially Private Post-Processing for Fair Regression
2024/05/07 by Ruicheng Xian, Xian, Ruicheng, Qiaobo Li +5 · 2 citations
Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Private Mean Estimation with Person-Level Differential Privacy
2024/05/30 by Sushant Agarwal, Agarwal, Sushant, Gautam Kamath +9 · 2 citations
Computer Science · Medicine · Social Sciences · #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #Data-Driven Disease Surveillance #FOS: Computer and information sciences #Health disparities and outcomes #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Robustness Implies Privacy in Statistical Estimation
2022/12/09 by Samuel B. Hopkins, Gautam Kamath, Hopkins, Samuel B. +5 · 1 citation
Computer Science · Mathematics · #Adversarial Robustness in Machine Learning #Bayesian Modeling and Causal Inference #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (stat.ML) #Statistical Methods and Inference
- Disguised Copyright Infringement of Latent Diffusion Models
2024/04/10 by Yiwei Lu, Matthew Y. R. Yang, Lu, Yiwei +7 · 2 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis #Image Processing and 3D Reconstruction #Machine Learning and Data Classification
- Private Distribution Learning with Public Data: The View from Sample Compression
2023/08/11 by Shai Ben-David, Ben-David, Shai, Alex Bie +7 · 1 citation
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Privacy-Preserving Technologies in Data
- Optimal Differentially Private Sampling of Unbounded Gaussians
2025/03/03 by Valentio Iverson, Iverson, Valentio, Gautam Kamath +3 · 1 voice · 1 citation
#cs.DS #cs.CR #cs.IT #cs.LG #stat.ML