Projects

Research collaborations in graph learning, explainable AI, healthcare, and manufacturing.

Collaborative projects

Basic Research Laboratory Program

MEGA Laboratory

Low-latency medical twins through physics-aware, graph-learning-based AI.

Giboo Inc.

Donor Recommendation

Graph-neural-network-based donor recommendation.

California State University, Long Beach

Explainable Time-Series Learning

Applied layer-wise relevance propagation and saliency analysis to one-dimensional time-series data, and explored XAI-guided generative adversarial networks.

SkyLabs

Wearable Healthcare

Deep-learning-based blood oxygen saturation (SpO₂) prediction for wearable health monitoring.

LG Electronics

Manufacturing Software & Systems

MFC development for ML-based display mura detection, project management for a head-packing assembly system, and interpolation algorithms for inkjet systems.

WizCore

Smart-Factory Anomaly Detection

Time-series anomaly detection for smart-manufacturing environments.