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Ashtiani, Hassan

  1. Polynomial Time and Private Learning of Unbounded Gaussian Mixture Models
    2023/03/07 by Arbas, Jamil, Ashtiani, Hassan, Liaw, Christopher · 5 citations
    #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)
  2. On the Sample Complexity of Privately Learning Unbounded High-Dimensional Gaussians
    2020/10/19 by Aden-Ali, Ishaq, Ashtiani, Hassan, Kamath, Gautam · 2 citations
    #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)
  3. Benefits of Additive Noise in Composing Classes with Bounded Capacity
    2022/06/14 by Alireza F. Pour, Hassan Ashtiani, Pour, Alireza Fathollah +1 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  4. Sample-Efficient Learning of Mixtures
    2017/06/06 by Ashtiani, Hassan, Ben-David, Shai, Mehrabian, Abbas · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  5. Sample-Optimal Locally Private Hypothesis Selection and the Provable Benefits of Interactivity
    2023/12/09 by Alireza F. Pour, Pour, Alireza F., Hassan Ashtiani +3 · 2 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Complexity and Algorithms in Graphs
  6. Private and polynomial time algorithms for learning Gaussians and beyond
    2021/11/22 by Ashtiani, Hassan, Liaw, Christopher · 1 citation
    #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  7. Representation Learning for Clustering: A Statistical Framework
    2015/06/19 by Hassan Ashtiani, Shai Ben-David, Ashtiani, Hassan +1 · 1 citation
    Computer Science · #Algorithms and Data Compression #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms