LEARNING THEORY2025–2026
Learning Capacity of Kolmogorov–Arnold Networks
An NSTC-funded theoretical study of KAN model capacity, generalization, and sample complexity.
Research & Projects
Research projects, applied AI work, and selected earlier projects.
Each card gives a short overview. Open the details to see a fuller description of my role, the main work, methods, and results.
STATISTICS · SPECTRAL2026–
Signal Dimension Estimation
Current research at Academia Sinica on eigenstructure-based tests for estimating the number of effective signals in multivariate data.
NEURAL GEOMETRY2026
S-GAI: Spectral Geometry-Aware Initialization
A geometry-aware initialization method for sigmoidal MLPs, accepted by ACCV 2026.
REMOTE SENSING2024–2026
Post-Disaster Affected Area Segmentation
Transformer-based satellite-image segmentation developed during a TASA internship and later extended into a journal publication.
UAV · COMPUTER VISION2025–2026
GPS-Free UAV Visual Geo-localization
A vision-based workflow that estimates UAV location by matching aerial observations with satellite imagery.
SAR · GENERATIVE AI2025–
SAR-to-Optical Image Reconstruction
Generative modeling workflows that infer optical-band information from SAR imagery for downstream remote-sensing analysis.
EDGE AI · SATELLITE2024–
Edge AI for FORMOSAT-8 Applications
Optimization of real-time object detection on constrained edge-computing hardware for satellite applications.
QUANTUM × GENERATIVE AI2024–2025
Quantum Computing for Chinese Calligraphy Generation
A collaborative project on calligraphy generation and OCR, with experiments in simulation and on real quantum hardware.
NLP · RECOMMENDATION2024
Intention-based Travel Recommendation System
A recommendation system built from Google Maps reviews and user preferences; presented at IMA AI/ML Congress 2024.
EDGE AI · HEALTHCARE2023–2024
CareResponse Guardian
A low-cost fall-detection and home-safety system deployed on NVIDIA Jetson, developed as a team project.
REMOTE SENSING · SUSTAINABILITY2024
Green Energy Facility Detection
Satellite-image segmentation for detecting solar panels and wind turbines and converting masks into inventory statistics.
SOFTWARE · INFRASTRUCTURE2019–2026
Aliendo Teams
A Minecraft community and hosting operation that grew to more than 5,000 registered users and a 20-person team.