National Yang Ming Chiao Tung University
Sep 2022 – Jun 2028 (expected)
B.S. in Medicine and Computer Science (Double Major)
Taipei, Taiwan
Education
Research & Publications
Scal3R: Learning Efficient Multi-Relative Pose Query for Scalable Online 3D Reconstruction
ECCV 2026
Scalable online 3D reconstruction with lightweight relative-pose queries on a frozen backbone. Combines multiple reference keyframes, pose-graph optimization, and loop closure to reduce drift over long video sequences.
FIPER: Factorized Features for Robust Image Super-Resolution and Compression
NeurIPS 2025 · Main Conference
A learnable basis–coefficient representation with multi-level frequency decomposition to reconstruct fine image details. Achieved state-of-the-art performance on image super-resolution and compression.
National Science and Technology Council (NSTC) Research Project
A Market-Aware Real-Time Bidding Strategy Using Censored Data With Reinforcement Learning in Online Advertising
IEEE Big Data 2025
A two-agent reinforcement learning strategy that learns from both winning and censored losing bids. Models market competition to improve auction win rates while reducing overbidding.
Experience
Dcard
Jul 2023 – Dec 2023
Machine Learning Intern · Taipei, Taiwan
- Redesigned article recommendation models using user behavior insights, improving CTR by 30%.
- Addressed offline–online data distribution differences through diverse sampling, anomaly detection, and continuous learning.
- Built end-to-end MLOps and data transformation pipelines with CircleCI and Airflow on GCP.
- Migrated PostgreSQL and ANN-based embedding search to Milvus, making search 10× faster and improving CTR / PV by 10%.
National Tsing Hua University
Oct 2022 – Sep 2025
Research Assistant · Hsinchu, Taiwan
Sensing and Photocatalysis Nanomaterials Laboratory
- Developed real-time NO₂ and O₃ concentration prediction models using Transformers, statistical time-series models, and tree-based ensembles.
- Deployed a quantized Transformer model on Android for real-time prediction.
- 20th National Innovation Award — Academic Creation Award
Academia Sinica
Jul 2023 – Aug 2024
Summer Research Intern & Research Assistant · Taipei, Taiwan
- Studied text-driven NeRF stylization with real-time, feed-forward inference, avoiding per-scene optimization.
- Proposed a deformation-field formulation for super-resolution and image compression, leading to work accepted at the NeurIPS 2025 main conference.
National Tsing Hua University
Oct 2022 – Apr 2023
Research Assistant · Hsinchu, Taiwan
Institute of Learning Sciences and Technologies
- Built an artistic image-to-emotional-text generation model with CLIP and GPT-2 on the ArtEmis dataset.
- Designed embedding transformation adapters to bridge the latent spaces of CLIP ViT and GPT.
Projects
Helmet Detection App
Second placeMaichu Hackathon 2023
An on-device app that detects whether construction workers wear helmets correctly and notifies management. Fine-tuned YOLOv5 and deployed to Android with CI/CD.
Lease Notary
ETHTaipei 2025
Moved paper-based rental agreements onto the blockchain as lease contracts.
ETHPaymaster
ETHTaipei 2024
A decentralized paymaster built with account abstraction, giving users control over transaction sponsorship.
Autopass
ETHTaipei 2023
A cryptocurrency fare-payment option for drivers, designed with vehicle owners’ security in mind.