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Dimitris Papailiopoulos

Dimitris Papailiopoulos

Jay and Cynthia Ihlenfeld Associate Professor

Currently on leave Fall 2025 – Spring 2026. I am the Jay & Cynthia Ihlenfeld Associate Professor of Electrical and Computer Engineering (and CS by courtesy) at the University of Wisconsin-Madison, a faculty fellow at the Grainger Institute, and a faculty affiliate with the Optimization group at the Wisconsin Institute for Discovery.
My research lies in the intersection of machine learning, coding theory, and optimization. I am particularly interested in the theory and practice of large-scale machine learning systems and the challenges that arise once we aim to build solutions that come with robustness and scalability guarantees. I am particuarly interested in these topics in the context of large language models and transformer architectures.
Before coming to Madison, I spent two wonderful years as a postdoc at UC Berkeley, where I was a member of the AMPLab and BLISS, and had the pleasure to collaborate with Ben Recht and Kannan Ramchandran. I received my Ph.D. in 2014 from UT Austin, where I was fortunate to be advised by Alex Dimakis. Before UT, I spent 3.5 years as a grad student at USC. Before all that, I received my M.Sc. (2009) and ECE Diploma (2007) from the Technical University of Crete (TUC), located in the beautiful city of Chania.
In 2018, I co-founded the conference on Machine Learning & Systems (MLSys), a new conference that targets research at the intersection of systems and machine learning. In 2018 and 2020, I was the program co-chair for MLSys. In 2019, I also co-chaired the 3rd Midwest Machine Learning Symposium (MMLS).

Department

Electrical & Computer Engineering

Contact

M1002F, Engineering Centers Building
1550 Engineering Dr
Madison, WI

  • PhD 2014, University of Texas at Austin
  • MS 2009, Technical University of Crete
  • Diploma (5-year degree) 2007, Technical University of Crete

  • Machine learning
  • coding theory
  • parallel and distributed algorithms

  • 2021 University of Wisconsin-Madison, Emil Steiger Distinguished Teaching Award
  • 2021 Sony, Faculty Innovation Award
  • 2021 IEEE Education Society, Mac Van Valkenburg Early Career Teaching Award
  • 2021 University of Wisconsin-Madison, Vilas Associate Award
  • 2020 IEEE Joint Communications Society/Information Theory Society, Best Paper Award
  • 2020 College of Engineering, University of Wisconsin-Madison, ECE Grainger Faculty Scholarship Award
  • 2020 Sony, Faculty Innovation Award
  • 2019 University of Wisconsin-Madison, Benjamin Smith Reynolds Award for Excellence in Teaching Engineers
  • 2019 Sony, Faculty Innovation Award
  • 2019 National Science Foundation, NSF CAREER Award
  • 2015 IEEE Signal Processing Society, Young Author Best Paper Award
  • 2012 Gerondelis Foundation, Fellowship

  • COMP SCI 702 - Graduate Cooperative Education (Fall 2025)
  • COMP SCI 790 - Master's Thesis (Fall 2025)
  • COMP SCI 799 - Master's Research (Fall 2025)
  • COMP SCI 899 - Pre-Dissertator Research (Fall 2025)
  • COMP SCI 990 - Dissertation (Fall 2025)
  • ECE 699 - Advanced Independent Study (Fall 2025)
  • ECE 790 - Master's Research (Fall 2025)
  • ECE 890 - Pre-Dissertator's Research (Fall 2025)
  • ECE 990 - Dissertator's Research (Fall 2025)
  • COMP SCI 702 - Graduate Cooperative Education (Summer 2025)
  • COMP SCI 799 - Master's Research (Summer 2025)
  • COMP SCI 899 - Pre-Dissertator Research (Summer 2025)
  • COMP SCI 990 - Dissertation (Summer 2025)
  • ECE 699 - Advanced Independent Study (Summer 2025)
  • ECE 790 - Master's Research (Summer 2025)
  • ECE 890 - Pre-Dissertator's Research (Summer 2025)
  • ECE 990 - Dissertator's Research (Summer 2025)
  • COMP SCI 702 - Graduate Cooperative Education (Spring 2025)
  • COMP SCI 799 - Master's Research (Spring 2025)
  • ECE 790 - Master's Research (Spring 2025)
  • ECE 890 - Pre-Dissertator's Research (Spring 2025)
  • ECE 990 - Dissertator's Research (Spring 2025)
  • COMP SCI 799 - Master's Research (Fall 2024)
  • ECE 790 - Master's Research (Fall 2024)
  • ECE 890 - Pre-Dissertator's Research (Fall 2024)
  • ECE 990 - Dissertator's Research (Fall 2024)
  • COMP SCI 799 - Master's Research (Summer 2024)
  • ECE 790 - Master's Research (Summer 2024)
  • ECE 890 - Pre-Dissertator's Research (Summer 2024)
  • COMP SCI 799 - Master's Research (Spring 2024)
  • ECE 790 - Master's Research (Spring 2024)
  • ECE 826 - Theoretical Foundations of Large-scale Machine Learning (Spring 2024)
  • ECE 890 - Pre-Dissertator's Research (Spring 2024)
  • COMP SCI 799 - Master's Research (Fall 2023)
  • COMP SCI 990 - Dissertation (Fall 2023)
  • ECE 204 - Data Science & Engineering (Fall 2023)
  • ECE 790 - Master's Research (Fall 2023)