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Nouman Khan

Applied Scientist, Amazon Search.
Ph.D. ECE, University of Michigan

E-mail: knouman@umich.edu

Curriculum Vitae
LinkedIn
Google Scholar Page

Education

  • University of Michigan (UoM), Ann Arbor, MI, USA.

    • Ph.D. in Electrical and Computer Engineering (09/2019 – 04/2025)

      • Advisor: Vijay Subramanian.

      • Dissertation Title: Sequential Decision-Making in Cooperative Multi-Agent Systems with Constraints. [pdf]

    • M.S. in Mathematics (09/2019 – 04/2025)

      • GPA: 4/4, Focus: Probability and Stochastic Processes.

    • M.S. in Electrical and Computer Engineering (09/2017 – 04/2019)

      • GPA: 4/4, Focus: Network, Communication and Information Systems.

  • Ghulam Ishaq Khan Institute of Engineering Sciences and Technology (GIKI), KPK, Pakistan.

    • B.S. in Electrical and Electronics Engineering

      • GPA: 3.99/4 Rank: 1/343.

Research Interests

  • Multi-Agent Systems, Reinforcement Learning, LLMs as Agents, Decentralized Stochastic Control.

  • Applications of Probability, Game Theory, and Optimization in Engineering and Socio-technical Systems.

Peer-reviewed Publications

  • N. Khan, and V. Subramanian, “On Equivalence Between Decentralized Policy-Profile Mixtures and Behavioral Coordination Policies in Multi-Agent Systems,” IEEE Conference on Decision and Control (CDC), 2025. [IEEE, arXiv]

  • N. Khan, U. Dinesha, S. Arunachalam, D. Narasimha, V. Subramanian, and S. G. Shakkottai, “A Multi-Agent View of Wireless Video Streaming with Delayed Client-Feedback,” IEEE International Conference on Computer Communications (INFOCOM), 2024. [IEEE]

  • N. Khan, M. Moharrami, and V. Subramanian, “Rarest-First with Probabilistic-Mode-Suppression,” IEEE Transactions on Information Theory (TIT), 2024. [IEEE, arXiv]

  • N. Khan, and V. Subramanian, “A Strong Duality Result for Cooperative Decentralized Constrained POMDPs,” IEEE Conference on Decision and Control (CDC), 2023. [IEEE, arXiv]

  • N. Khan, M. Moharrami, and V. Subramanian, “Stable and Efficient Piece-Selection in Multiple Swarm BitTorrent-like Peer-to-Peer Networks,” IEEE International Conference on Computer Communications (INFOCOM), 2020. [IEEE]

Preprints

  • N. Khan, and V. Subramanian, “Cooperative Multi-Agent Constrained POMDPs: Strong Duality and Primal-Dual Reinforcement Learning with Approximate Information States,” to be submitted to Mathematics of Operations Research (MOR). [arXiv]

  • N. Khan, K. Mu, M. Moharrami, and V. Subramanian, “Backward and Forward Inference in Interacting Independent-Cascade Processes: A Scalable and Convergent Message-Passing Approach,” to be submitted to IEEE Transactions on Network Science and Engineering (TNSE). [arXiv]

Industry

  • Applied Scientist II, Amazon Search, 07/2024-Present.

  • Applied Scientist II Intern, Amazon Search, 05/2023 - 08/2023.

  • Applied Scientist II Intern, Amazon Search, 05/2022 - 08/2022.

Teaching

  • Winter 2024:

    • Guest Lectures in EECS-502 (Stochastic Processes) on Jan 23, Mar 19, and Mar 28.

  • Fall 2023: 

    • Graduate Student Instructor, EECS-301 Probability Methods in Engineering, UoM.

    • Guest Lectures in EECS-301 and EECS-544 (Analysis of Societal Networks), each on Oct 18.

  • Fall 2021: Graduate Student Instructor, SIADS-644 Reinforcement Learning Algorithms, UoM.

  • Winter 2021: Graduate Student Instructor, EECS-562 Nonlinear Systems and Control, UoM.

  • Fall 2020: Graduate Student Instructor, EECS-301 Probability Methods in Engineering, UoM.

  • Spring 2019: Graduate Student Instructor, EECS-203 Discrete Mathematics, UoM.

  • Winter 2019: Graduate Student Instructor, EECS-203 Discrete Mathematics, UoM.

  • Fall 2018: Graduate Student Instructor, EECS-203 Discrete Mathematics, UoM.

Honors and Awards

  • Professor Pierre T. Kabamba Award, UoM, 2025.

  • Richard F. and Eleanor A. Towner Prize for Distinguished Academic Achievement, UoM, 2024.

  • Rackham International Student Fellowship, UoM. 2023.

  • Honorable Mention for ECE Department's Outstanding Graduate Student Instructor, UoM, 2021.

  • ECE Department Fellowship, UoM, 2019.

  • President's Medal for highest aggregate standing in the university, GIKI, 2014.

  • Electronic Engineering Medal for highest aggregate standing in the department, 2014.

  • Best Senior Year Design Project in Industrial Open House and Careers Fair, GIKI, 2014.

  • Best Serious Speaker (English) and Winner, Bilingual Declamation Contest, NUST, Pakistan, 2011.

  • Dean's Honor List, GIKI, 2010-2014.

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