Menart, Michael
- Differentially Private Stochastic Optimization: New Results in Convex\n and Non-Convex Settings
2021/07/12 by Raef Bassily, Cristóbal Guzmán, Bassily, Raef +3 · 3 citations
Computer Science · Economics, Econometrics and Finance · #Stochastic Gradient Optimization Techniques #Privacy-Preserving Technologies in Data #Economic and Environmental Valuation
- Differentially Private Generalized Linear Models Revisited
2022/05/06 by Raman Arora, Raef Bassily, Arora, Raman +7 · 2 citations
Mathematics · #Random Matrices and Applications #Markov Chains and Monte Carlo Methods
- Differentially Private Algorithms for the Stochastic Saddle Point Problem with Optimal Rates for the Strong Gap
2023/02/24 by Bassily, Raef, Guzmán, Cristóbal, Menart, Michael · 2 citations
#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)
- Faster Rates of Convergence to Stationary Points in Differentially Private Optimization
2022/06/02 by Raman Arora, Arora, Raman, Raef Bassily +9 · 1 citation
Computer Science · Mathematics · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Random Matrices and Applications
- Differentially Private Non-Convex Optimization under the KL Condition with Optimal Rates
2023/11/22 by Menart, Michael, Ullah, Enayat, Arora, Raman +2 · 1 citation
#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)
- On the Gradient Complexity of Private Optimization with Private Oracles
2025/11/17 by Menart, Michael, Nikolov, Aleksandar · 1 citation
Computer Science · #Stochastic Gradient Optimization Techniques #Privacy-Preserving Technologies in Data #Cryptography and Data Security
- Public-data Assisted Private Stochastic Optimization: Power and Limitations
2024/03/06 by Enayat Ullah, Michael Menart, Ullah, Enayat +7 · 1 citation
Decision Sciences · Engineering · #Air Traffic Management and Optimization #Auction Theory and Applications #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)