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Kunal Talwar

  1. Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data
    2016/10/18 by Nicolas Papernot, Martín Abadi, Martı́n Abadi +8 · 2 voices · 18 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Privacy-Preserving Technologies in Data #cs.CR #cs.LG #stat.ML
  2. TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems
    2016/03/14 by Martín Abadi, Ashish Agarwal, Abadi, Martín +77 · 1 voice · 48 citations
    Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC) #cs.DC #cs.LG
  3. Scalable Private Learning with PATE
    2018/02/24 by Nicolas Papernot, Papernot, Nicolas, Shuang Song +9 · 31 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Cryptography and Data Security
  4. Rényi Differential Privacy of the Sampled Gaussian Mechanism
    2019/08/28 by Ilya Mironov, Kunal Talwar, Mironov, Ilya +3 · 27 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Mobile Crowdsensing and Crowdsourcing
  5. Amplification by Shuffling: From Local to Central Differential Privacy via Anonymity
    2018/11/29 by Úlfar Erlingsson, Vitaly Feldman, Erlingsson, Úlfar +9 · 18 citations
    Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Internet Traffic Analysis and Secure E-voting #Privacy, Security, and Data Protection
  6. On the Geometry of Differential Privacy
    2009/07/21 by Moritz Hardt, Hardt, Moritz, Kunal Talwar +1 · 5 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
  7. Hiding Among the Clones: A Simple and Nearly Optimal Analysis of Privacy Amplification by Shuffling
    2020/12/23 by Vitaly Feldman, Feldman, Vitaly, Audra McMillan +3 · 8 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 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
  8. Stability of Stochastic Gradient Descent on Nonsmooth Convex Losses
    2020/06/12 by Raef Bassily, Vitaly Feldman, Bassily, Raef +5 · 8 citations
    Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Privacy-Preserving Technologies in Data #Sparse and Compressive Sensing Techniques
  9. Privacy of Noisy Stochastic Gradient Descent: More Iterations without More Privacy Loss
    2022/05/27 by Jason M. Altschuler, Kunal Talwar, Altschuler, Jason M. +1 · 8 citations
    Computer Science · #Age of Information Optimization #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 #Stochastic Gradient Optimization Techniques
  10. Private Frequency Estimation via Projective Geometry
    2022/03/01 by Vitaly Feldman, Feldman, Vitaly, Jelani Nelson +5 · 5 citations
    Computer Science · #Cryptography and Data Security #Complexity and Algorithms in Graphs #Privacy-Preserving Technologies in Data
  11. Private Stochastic Convex Optimization: Optimal Rates in ℓ1 Geometry
    2021/03/02 by Hilal Asi, Asi, Hilal, Vitaly Feldman +5 · 5 citations
    Computer Science · Decision Sciences · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Risk and Portfolio Optimization
  12. Better Algorithms for Stochastic Bandits with Adversarial Corruptions
    2019/02/22 by Anupam Gupta, Gupta, Anupam, Tomer Koren +3 · 3 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Auction Theory and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Search Problems
  13. Differentially Private Combinatorial Optimization
    2009/03/26 by Anupam Gupta, Gupta, Anupam, Katrina Ligett +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
  14. 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
  15. Private Online Prediction from Experts: Separations and Faster Rates
    2022/10/24 by Hilal Asi, Asi, Hilal, Vitaly Feldman +5 · 3 citations
    Computer Science · Decision Sciences · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Advanced Bandit Algorithms Research
  16. Instance-Optimal Private Density Estimation in the Wasserstein Distance
    2024/06/27 by Vitaly Feldman, Audra McMillan, Feldman, Vitaly +5 · 4 citations
    Mathematics · #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) #Random Matrices and Applications #Statistics Theory (math.ST)
  17. Online Linear Quadratic Control
    2018/06/19 by Alon Cohen, Cohen, Alon, Avinatan Hassidim +9 · 2 citations
    Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Smart Grid Energy Management
  18. Mean Estimation with User-level Privacy under Data Heterogeneity
    2023/07/28 by Rachel Cummings, Vitaly Feldman, Cummings, Rachel +5 · 2 citations
    Computer Science · Mathematics · #Advanced Causal Inference Techniques #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
  19. Faster Differentially Private Samplers via R 'enyi Divergence Analysis\n of Discretized Langevin MCMC
    2020/10/27 by Arun Ganesh, Ganesh, Arun, Kunal Talwar +1 · 2 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Complexity and Algorithms in Graphs
  20. Near-Optimal Algorithms for Private Online Optimization in the Realizable Regime
    2023/02/27 by Hilal Asi, Asi, Hilal, Vitaly Feldman +5 · 1 citation
    Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #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) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
  21. Differentially Private Heavy Hitter Detection using Federated Analytics
    2023/07/21 by Karan N. Chadha, Chadha, Karan, Junye Chen +13 · 1 citation
    Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data