Thomas Steinke
- Stealing Part of a Production Language Model
2024/03/11 by Nicholas Carlini, Daniel Paleka, Carlini, Nicholas +26 · 11 voices · 27 citations
Computer Science · #Natural Language Processing Techniques #cs.CR
- Concentrated Differential Privacy: Simplifications, Extensions, and Lower Bounds
2016/05/06 by Mark Bun, Thomas Steinke, Bun, Mark +1 · 41 citations
Computer Science · Social Sciences · #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) #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data
- A Hybrid Approach to Privacy-Preserving Federated Learning
2018/12/07 by Stacey Truex, Truex, Stacey, Nathalie Baracaldo +11 · 13 citations
Computer Science · #Cryptography and Data Security #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Privacy Auditing with One (1) Training Run
2023/05/15 by Thomas Steinke, Steinke, Thomas, Milad Nasr +3 · 17 citations
Computer Science · Mathematics · #Privacy-Preserving Technologies in Data #Statistical Methods and Inference #Stochastic Gradient Optimization Techniques
- Reasoning About Generalization via Conditional Mutual Information
2020/01/24 by Thomas Steinke, Steinke, Thomas, Lydia Zakynthinou +1 · 6 citations
Computer Science · Decision Sciences · #Stochastic Gradient Optimization Techniques #Machine Learning and Algorithms #Advanced Bandit Algorithms Research
- 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
- Leveraging Public Data for Practical Private Query Release
2021/02/17 by Terrance Liu, Liu, Terrance, Giuseppe Vietri +7 · 4 citations
Computer Science · #Privacy-Preserving Technologies in Data #Mobile Crowdsensing and Crowdsourcing #Internet Traffic Analysis and Secure E-voting
- Debugging Differential Privacy: A Case Study for Privacy Auditing
2022/02/24 by Florian Tramèr, Tramer, Florian, Andreas Terzis +9 · 3 citations
Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Stochastic Gradient Optimization Techniques
- Tight Lower Bounds for Differentially Private Selection
2017/04/10 by Thomas Steinke, Steinke, Thomas, Jonathan Ullman +1 · 2 citations
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data
- Privately Learning Subspaces
2021/05/28 by Vikrant Singhal, Singhal, Vikrant, Thomas Steinke +1 · 2 citations
Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Stochastic Gradient Optimization Techniques
- Privacy Amplification for Matrix Mechanisms
2023/10/24 by Christopher A. Choquette-Choo, Choquette-Choo, Christopher A., Arun Ganesh +5 · 3 citations
Computer Science · Mathematics · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Random Matrices and Applications
- Evading Curse of Dimensionality in Unconstrained Private GLMs via Private Gradient Descent
2020/06/11 by Shuang Song, Song, Shuang, Thomas Steinke +5 · 3 citations
Computer Science · Mathematics · #Cryptography and Security (cs.CR) #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 #Random Matrices and Applications #Stochastic Gradient Optimization Techniques
- Efficient and Near-Optimal Noise Generation for Streaming Differential Privacy
2024/04/25 by Krishnamurthy Dvijotham, H. Brendan McMahan, Dvijotham, Krishnamurthy +7 · 1 voice · 2 citations
Computer Science · Engineering · #Advanced MIMO Systems Optimization #Power Line Communications and Noise #Privacy-Preserving Technologies in Data #cs.CC #cs.CR #cs.DS #cs.LG
- Near Exact Privacy Amplification for Matrix Mechanisms
2024/10/08 by Christopher A. Choquette-Choo, Arun Ganesh, Choquette-Choo, Christopher A. +6 · 2 citations
Computer Science · Engineering · #Additive Manufacturing and 3D Printing Technologies #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Nanofabrication and Lithography Techniques #Physical Unclonable Functions (PUFs) and Hardware Security
- The Last Iterate Advantage: Empirical Auditing and Principled Heuristic Analysis of Differentially Private SGD
2024/10/08 by Thomas Steinke, Milad Nasr, Steinke, Thomas +17 · 2 citations
Business, Management and Accounting · Decision Sciences · Economics, Econometrics and Finance · #Auction Theory and Applications #Cryptography and Security (cs.CR) #Digital Platforms and Economics #FOS: Computer and information sciences #Machine Learning (cs.LG) #Merger and Competition Analysis
- 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 · 1 citation
Engineering · #Manufacturing Process and Optimization #cs.CR #cs.DS #cs.LG #stat.ML
- The Limits of Post-Selection Generalization
2018/06/15 by Kobbi Nissim, Adam Smith, Nissim, Kobbi +7 · 2 citations
Computer Science · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #Privacy-Preserving Technologies in Data
- Privately Evaluating Untrusted Black-Box Functions
2025/03/25 by Ephraim Linder, Linder, Ephraim, Sofya Raskhodnikova +5 · 2 citations
Computer Science · Mathematics · #Benford’s Law and Fraud Detection #Computability, Logic, AI Algorithms #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences
- Correlated Noise Mechanisms for Differentially Private Learning
2025/06/09 by Krishna Pillutla, Pillutla, Krishna, Jalaj Upadhyay +21 · 3 citations
Computer Science · Mathematics · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Random Matrices and Applications
- Privately Estimating Black-Box Statistics
2025/09/30 by Günter F. Steinke, Steinke, Günter F., Thomas Steinke +1 · 1 citation
Business, Management and Accounting · Mathematics · Social Sciences · #Census and Population Estimation #Computational Complexity (cs.CC) #Consumer Market Behavior and Pricing #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Names, Identity, and Discrimination Research