Chien-Hung Lai (Preferred)
Chien-Hung Lai
Assistant Professor, EECS, National Taipei University of Technology
Joined
November 2025
Names
Emails
****@ntut.edu.tw (Confirmed)
****@gmail.com (Confirmed)
Personal Links
Career & Education History
Assistant Professor
EECS, National Taipei University of Technology (ntut.edu.tw)
2020 – Present
PhD student
EECS, National Taipei University of Technology (ntut.edu.tw)
2011 – 2020
Undergrad student
EECS, National Taipei University of Technology (ntut.edu.tw)
2007 – 2011
Undergrad student
Management Information Science, Chinese Culture University (pccu.edu.tw)
1990 – 1994
Advisors, Relations & Conflicts
Expertise
Monotonic neural networks
2020 – Present
Ordinal regression
2020 – Present
Cost-sensitive learning
2020 – Present
Gradient boosting
2020 – Present
Surrogate loss design
2020 – Present
Safety-critical machine learning
2020 – Present
Explainable AI
2020 – Present
Structured prediction
2020 – Present
Domain decomposition
2020 – Present
Calibration and reliability
2020 – Present
Fairness under imbalance
2020 – Present
Risk scoring models
2020 – Present
SEM-inspired architectures
2020 – Present
Boosting under class imbalance
2020 – Present
Continuous‑time sequence modeling
2020 – Present
Irregular / asynchronous time‑series
2020 – Present
Neural ODEs and time‑aware RNNs
2020 – Present
Hybrid RNN‑Transformer architectures
2020 – Present
Streaming video / variable frame‑rate modeling
2020 – Present
Dynamical systems for deep learning
2020 – Present
Chaos and stability in recurrent networks
2020 – Present
Uncertainty‑aware fusion / confidence‑based weighting
2020 – Present
Interpretability stability / explanation robustness
2020 – Present
Attribution methods and feature importance
2020 – Present
Evaluation and auditing of interpretability methods
2020 – Present
Model governance and ML reliability
2020 – Present
Cross‑context consistency analysis
2020 – Present
Robustness under distribution shift
2020 – Present