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Achievement: Pair ExtraordinaireAchievement: Quickdraw

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Arthur031221/README.md
Chi-Wei Lee Research focus

Website NTHU PhD applicant 2027

About

Physics and EECS (AI track) double major at National Tsing Hua University, Taiwan, applying for PhD entry in 2027. At the HMI Lab I build generative decoders that reconstruct 3D spatial structure from fMRI. My other work is on predictive coding, associative memory and sampling-based inference. In 2026 I visited UCLA Samueli through the Taiwan Global Pathfinders program.

Highlights

  • 2nd of 609 teams, 2025 NSF HDR ML Challenge on anomaly detection, as team captain; 2nd in the gravitational-wave track
  • 2nd worldwide, climate prediction track, 2026 NSF HDR ML Challenge on out-of-distribution generalization
  • Presented our NSF HDR solution at an AAAI-25 workshop in Philadelphia
  • Four submissions under review at ICLR 2027, one as first author
  • iGEM 2023 Gold Medal, Grand Jamboree in Paris, dry lab lead
  • 1st place, maker track, 2025 Mei-Chu Hackathon

Tools

Python, C++, PyTorch, TensorFlow, scikit-learn, OpenCV, Linux, Bash, Git, Docker, GitHub Actions, LaTeX

CUDA JAX fMRI and EEG

Open source

I fix correctness defects in GPU, parallel computing, 3D and scientific Python libraries: wrong results, crashes and concurrency bugs. Each pull request carries a reproduction a maintainer can run and a test that fails before the fix and passes after it.

Open source contributions

Selected work

  • X-Ray, chest X-ray pathology classification trained on one demographic subgroup and evaluated across all five, DenseNet121 against Xception
  • NSF-HDR, team entry for the 2025 NSF HDR anomaly detection challenge, all three tracks
  • quantum-allosteric-scanner, continuous time quantum walk prediction of allosteric sites from a single unbound protein structure
  • MatrixQR, video generation that keeps a QR code scannable while it is stylised
  • Arthur031221.github.io, bilingual research site, static HTML with no framework or runtime dependency

Activity

Contribution streak Contribution graph animation

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  1. quantum-allosteric-scanner quantum-allosteric-scanner Public

    Continuous time quantum walk prediction of allosteric sites from a single unbound protein structure

    Python

  2. gallantlab/pycortex gallantlab/pycortex Public

    Pycortex is a python-based toolkit for surface visualization of fMRI data

    JavaScript 664 159

  3. Scenic-Foundation/Scenic Scenic-Foundation/Scenic Public

    A compiler and scenario generator for the Scenic scenario description language.

    Python 381 154

  4. nipreps/mriqc nipreps/mriqc Public

    Automated Quality Control and visual reports for Quality Assessment of structural (T1w, T2w) and functional MRI of the brain

    Python 379 141

  5. stanfordnlp/stanza stanfordnlp/stanza Public

    Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages

    Python 7.9k 961

  6. infer-actively/pymdp infer-actively/pymdp Public

    A Python implementation of active inference for Markov Decision Processes

    Python 737 141