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GihoonE/README.md

Gihun Lee

I'm a junior at Duke Kunshan University studying Applied Mathematics and Computer Science. My research focuses on robust speech and machine learning systems, particularly speech enhancement, automatic speech recognition, and on-device/federated learning. I'm interested in building practical ML systems that remain reliable under real-world constraints.

Selected Research

  • MobileRLHF — Federated preference learning for on-device LLM adaptation. Accepted to the Work-in-Progress (WiP) track at ACM MobiCom 2026.
  • FedHealthAgent — Federated and on-device learning for personalized health agents. Under review at ACM MobiCom 2027.
  • SE–ASR Artifact-Aware Post-processing — Research on reducing the mismatch between pretrained speech enhancement systems and automatic speech recognition through artifact-aware post-processing. Ongoing research.
  • Canine Respiratory Pathogen Surveillance — Data processing and analysis for a molecular surveillance study of respiratory pathogens and coinfections in symptomatic dogs in Kunshan, China. Under review at The Journal of Veterinary Medical Science.

Selected Engineering

  • FedCampus 2.0 — Backend and infrastructure development for a federated campus platform.
  • Slouch Watch — A macOS posture-tracking app using AirPods motion sensors for real-time posture monitoring.
  • Dear — A mobile app delivering daily supportive messages through notifications and widgets.

Research Interests

Speech Enhancement · Automatic Speech Recognition · Robust Speech Processing · ML Systems · Federated Learning · On-device AI

Links

LinkedIn · Personal Website

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  1. Project-Student-Work-Application Project-Student-Work-Application Public

    DKU CS310 Final Project

    HTML

  2. STAT302-CS309-Project STAT302-CS309-Project Public

    Python

  3. COMPSCI311-Project COMPSCI311-Project Public

    COMPSCI311 Project

    Python