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Peter Kairouz

  1. Advances and Open Problems in Federated Learning
    2020/12/02 by Peter Kairouz, H. Brendan McMahan, Brendan Avent +56 · 193 citations
    Computer Science · #Cryptography and Data Security #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data
  2. Extremal Mechanisms for Local Differential Privacy
    2014/07/04 by Peter Kairouz, Sewoong Oh, Kairouz, Peter +3 · 19 citations
    Computer Science · #Complexity and Algorithms in Graphs #Cryptography and Data Security #FOS: Computer and information sciences #Information Theory (cs.IT) #Privacy-Preserving Technologies in Data
  3. Machine Unlearning Doesn't Do What You Think: Lessons for Generative AI Policy and Research
    2024/12/09 by A. Feder Cooper, Cooper, A. Feder, Christopher A. Choquette-Choo +75 · 5 voices · 8 citations
    Computer Science · Social Sciences · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #cs.AI #cs.CY #cs.LG
  4. A Field Guide to Federated Optimization
    2021/07/14 by Jianyu Wang, Wang, Jianyu, Zachary Charles +103 · 15 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
  5. Practical and Private (Deep) Learning without Sampling or Shuffling
    2021/02/26 by Peter Kairouz, Kairouz, Peter, Brendan McMahan +9 · 12 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
  6. AirGapAgent: Protecting Privacy-Conscious Conversational Agents
    2024/05/08 by Bagdasarian, Eugene, Ren Yi, Yi, Ren +12 · 19 citations
    Computer Science · Social Sciences · #Blockchain Technology Applications and Security #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data
  7. A General Approach to Adding Differential Privacy to Iterative Training Procedures
    2018/12/15 by H. Brendan McMahan, McMahan, H. Brendan, Galen Andrew +11 · 5 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications
  8. User Inference Attacks on Large Language Models
    2023/10/13 by Nikhil Kandpal, Krishna Pillutla, Kandpal, Nikhil +9 · 6 citations
    Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling
  9. The Skellam Mechanism for Differentially Private Federated Learning
    2021/10/11 by Naman Agarwal, Agarwal, Naman, Peter Kairouz +3 · 4 citations
    Computer Science · #Cryptography and Data Security #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) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Probability (math.PR)
  10. The Fundamental Price of Secure Aggregation in Differentially Private Federated Learning
    2022/03/07 by Weining Chen, Chen, Wei-Ning, Christopher A. Choquette-Choo +5 · 4 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Stochastic Gradient Optimization Techniques
  11. Are we making progress in unlearning? Findings from the first NeurIPS unlearning competition
    2024/06/13 by Eleni Triantafillou, Peter Kairouz, Triantafillou, Eleni +26 · 7 citations
    Medicine · #Glioma Diagnosis and Treatment
  12. Context-Aware Local Differential Privacy
    2019/10/31 by Jayadev Acharya, Keith Bonawitz, Acharya, Jayadev +7 · 3 citations
    Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Privacy, Security, and Data Protection
  13. One-shot Empirical Privacy Estimation for Federated Learning
    2023/02/06 by Galen Andrew, Peter Kairouz, Andrew, Galen +9 · 4 citations
    Computer Science · #Privacy-Preserving Technologies in Data
  14. Advancing Differential Privacy: Where We Are Now and Future Directions for Real-World Deployment
    2023/04/14 by Rachel Cummings, Damien Desfontaines, Cummings, Rachel +45 · 3 citations
    Social Sciences · #Privacy, Security, and Data Protection
  15. Unleashing the Power of Randomization in Auditing Differentially Private ML
    2023/05/29 by Krishna Pillutla, Galen Andrew, Pillutla, Krishna +9 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Statistics Theory (math.ST)
  16. Privacy-Preserving Instructions for Aligning Large Language Models
    2024/02/21 by Yu Da, Peter Kairouz, Yu, Da +5 · 4 citations
    Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
  17. Federated Learning in Practice: Reflections and Projections
    2024/10/11 by Katharine Daly, Hubert Eichner, Daly, Katharine +9 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  18. Generating Fair Universal Representations using Adversarial Models
    2019/09/27 by Peter Kairouz, Kairouz, Peter, Jiachun Liao +9 · 1 citation
    Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  19. Shuffled Model of Federated Learning: Privacy, Communication and\n Accuracy Trade-offs
    2020/08/17 by Antonious M. Girgis, Girgis, Antonious M., Deepesh Data +7 · 3 citations
    Computer Science · Mathematics · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Advanced Causal Inference Techniques
  20. Privacy Amplification via Compression: Achieving the Optimal Privacy-Accuracy-Communication Trade-off in Distributed Mean Estimation
    2023/04/04 by Weining Chen, Dan Song, Chen, Wei-Ning +5 · 1 citation
    Computer Science · Engineering · #Cryptography and Security (cs.CR) #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Wireless Communication Security Techniques