Peyman Gholami

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I am a fourth-year PhD student in electrical and computer engineering at the University of Illinois Chicago, supervised by Prof. Hulya Seferoglu. I hold a Bachelorโ€™s from IUST and a Masterโ€™s from Sharif University of Technology.

Iโ€™m interested in machine learning, optimization, and their intersections with decentralized systems and networking.

news

Mar 04, 2025 I presented our paper โ€œ๐ƒ๐ข๐Ÿ๐Ÿ๐ž๐ซ๐ž๐ง๐ญ๐ข๐š๐ญ๐ž๐ ๐€๐ ๐ ๐ซ๐ž๐ ๐š๐ญ๐ข๐จ๐ง ๐ญ๐จ ๐ˆ๐ฆ๐ฉ๐ซ๐จ๐ฏ๐ž ๐†๐ž๐ง๐ž๐ซ๐š๐ฅ๐ข๐ณ๐š๐ญ๐ข๐จ๐ง ๐ข๐ง ๐…๐ž๐๐ž๐ซ๐š๐ญ๐ž๐ ๐‹๐ž๐š๐ซ๐ง๐ข๐ง๐ ,โ€ at the AAAI 25 conference.
Feb 06, 2025 I presented recent works in our lab, Networking Research Lab, at the RINGS PI meeting 3 scheduled from February 4 โ€“ 6th at Qualcomm, San Diego, CA.
Jan 27, 2025 Our work on โ€œDifferentiated Aggregation to Improve Generalization in Federated Learning,โ€ is accepted by AAAI Federated Learning for Unbounded and Intelligent Decentralization (FLUID) 2025.
Jan 20, 2025 Our work on โ€œDifferentiated Aggregation to Improve Generalization in Federated Learning,โ€ is accepted by AAAI Scalable and Efficient Artificial Intelligence Systems (SEAS) 2025.
Jun 19, 2024 I presented our work, titled Digest: Fast and Communication-Efficient Decentralized Learning with Local Updates, at the Artificial Intelligence Modeling, Analysis, and Control of Complex Systems event held at The Ohio State University in Columbus, OH.
Jun 18, 2024 Our work on โ€œCommunication Efficient Federated Learning with Differentiated Aggregationโ€ is accepted by WANT@ICML 2024.
Jan 06, 2024 Our work on โ€œDIGEST: Fast and Communication Efficient Decentralized Learning with Local Updates,โ€ is accepted by IEEE Transactions on Machine Learning in Communications and Networking.
Jul 19, 2023 I presented our work, Digest: Fast and Communication-Efficient Decentralized Learning with Local Updates, at the Federated Learning and Analytics in Practice Workshop during ICML 2023, held in July 2023 at the Hawaii Convention Center in Honolulu, HI.
Jun 19, 2023 Our work on โ€œFast and Communication Efficient Decentralized Learning with Local Updates,โ€ is accepted by FL-ICML 2023.

selected publications

  1. IEEE
    DIGEST: Fast and Communication Efficient Decentralized Learning with Local Updates
    Peyman Gholami,ย andย Hulya Seferoglu
    IEEE Transactions on Machine Learning in Communications and Networking, 2024
  2. arXiv
    Improved Generalization Bounds for Communication Efficient Federated Learning
    Peyman Gholami,ย andย Hulya Seferoglu
    2024
  3. ICML 2023 Workshop
    Fast and Communication Efficient Decentralized Learning with Local Updates
    Peyman Gholami,ย andย Hulya Seferoglu
    In Federated Learning and Analytics in Practice: Algorithms, Systems, Applications, and Opportunities, 2023
  4. WANT@ICML 2024
    Communication Efficient Federated Learning with Differentiated Aggregation
    Peyman Gholami,ย andย Hulya Seferoglu
    In 2nd Workshop on Advancing Neural Network Training: Computational Efficiency, Scalability, and Resource Optimization (WANT@ICML 2024), 2024