publications

publications in reversed chronological order.

2024

  1. IEEE
    DIGEST: Fast and Communication Efficient Decentralized Learning with Local Updates
    Peyman Gholami, and Hulya Seferoglu
    IEEE Transactions on Machine Learning in Communications and Networking, 2024
  2. arXiv
    Improved Generalization Bounds for Communication Efficient Federated Learning
    Peyman Gholami, and Hulya Seferoglu
    2024
  3. WANT@ICML 2024
    Communication Efficient Federated Learning with Differentiated Aggregation
    Peyman Gholami, and Hulya Seferoglu
    In 2nd Workshop on Advancing Neural Network Training: Computational Efficiency, Scalability, and Resource Optimization (WANT@ICML 2024), 2024

2023

  1. ICML 2023 Workshop
    Fast and Communication Efficient Decentralized Learning with Local Updates
    Peyman Gholami, and Hulya Seferoglu
    In Federated Learning and Analytics in Practice: Algorithms, Systems, Applications, and Opportunities, 2023