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Ahmed Khaled

  1. The Road Less Scheduled
    2024/05/24 by Aaron Defazio, Xingyu, Defazio, Aaron +10 · 4 voices · 36 citations
    Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques #cs.AI #cs.LG #math.OC #stat.ML
  2. Random Reshuffling: Simple Analysis with Vast Improvements
    2020/06/10 by Konstantin Mishchenko, Ahmed Khaled, Mishchenko, Konstantin +3 · 6 citations
    Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Complexity and Algorithms in Graphs
  3. DoWG Unleashed: An Efficient Universal Parameter-Free Gradient Descent Method
    2023/05/25 by Ahmed Khaled, Khaled, Ahmed, Konstantin Mishchenko +3 · 8 citations
    Computer Science · Engineering · Medicine · #FOS: Computer and information sciences #FOS: Mathematics #Glioma Diagnosis and Treatment #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
  4. Faster federated optimization under second-order similarity
    2022/09/06 by Ahmed Khaled, Chi Jin, Khaled, Ahmed +1 · 2 citations
    Computer Science · Mathematics · #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
  5. Gradient Descent with Compressed Iterates
    2019/09/10 by Ahmed Khaled, Khaled, Ahmed, Peter Richtárik +1 · 5 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Machine Learning and Algorithms
  6. FLIX: A Simple and Communication-Efficient Alternative to Local Methods\n in Federated Learning
    2021/11/22 by Elnur Gasanov, Ahmed Khaled, Gasanov, Elnur +5 · 1 citation
    Computer Science · #Cooperative Communication and Network Coding #Domain Adaptation and Few-Shot Learning #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
  7. MuonBP: Faster Muon via Block-Periodic Orthogonalization
    2025/10/19 by Ahmed Khaled, Kaan Ozkara, Khaled, Ahmed +7 · 5 citations
    Engineering · Chemistry · Computer Science · #Muon and positron interactions and applications #Advanced NMR Techniques and Applications #Computational Physics and Python Applications
  8. Federated Optimization Algorithms with Random Reshuffling and Gradient Compression
    2022/06/14 by Abdurakhmon Sadiev, Sadiev, Abdurakhmon, Grigory Malinovsky +11 · 1 citation
    Computer Science · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data #Random Matrices and Applications #Stochastic Gradient Optimization Techniques