5 positions · 2 degrees

Positions

1. 2025 – 2026

   Research Assistant

   National University of Singapore

   Led the end-to-end AI Challenge including data preprocessing, evaluation pipeline, baselines and result validation, drawing 292 contestants across 20+ countries and 3,799 submissions. Authored the review paper analysing competition solutions, and supported the physics-based flood modelling studies behind the IJCAI-ECAI 2026 paper.

2. 2025

   Summer Research Intern

   National University of Singapore

   Built an Android foreground service in Kotlin as a proof of concept for multimodal continuous authentication, aggregating confidence scores across modalities with a Hidden Markov Model. Accepted for the demonstration session at IJCB 2025, Osaka.

3. 2024 – 2026

   AI Engineer

   AI Lens Sdn. Bhd., Kuala Lumpur

   LLM-integrated financial statement analysis, OCR and information-extraction pipelines for heterogeneous financial documents, and co-led R&D on fine-tuning small language models. Authored the PRISM framework paper.

4. 2023 – 2024

   Research Assistant

   Universiti Malaya

   Built a domain-generalised ML pipeline predicting small-for-gestational-age infants from fetal biometric data, outperforming clinical benchmarks, and shipped it as a full-stack web application. Presented at BMES 2024, Baltimore.

5. 2023

   Machine Learning Engineer

   10 Epoch PLT, Kuala Lumpur

   Medical CBCT image denoising, noise simulation and image processing with Real-ESRGAN and EEMEFN.

Education

1. 2026 —

   Ph.D., Computer Science

   National University of Singapore

   WING Lab. World models, co-supervised by Prof. Min-Yen Kan and Prof. Robby T. Tan.

2. 2021 – 2025

   B.Comp.Sc., Artificial Intelligence

   Universiti Malaya, Malaysia

   CGPA 3.95 / 4.00. Dean’s List every semester; University Book Prize 2025.