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Arthur031221/README.md
Chi-Wei Lee What I do

Website: arthur031221.github.io CV: PDF LinkedIn: Chi-Wei Lee

Physics and EECS (AI track) at National Tsing Hua University, applying for PhD entry in 2027. At the HMI Lab I build generative decoders that reconstruct 3D spatial structure from fMRI, and I contribute fixes to GPU and scientific software.

My recent research asks how the brain represents and infers the space around us: recovering the layout of rooms from fMRI and camera motion, letting predictive coding carry full posterior distributions instead of single point estimates, and understanding when associative memory defines a well-behaved energy and why sampling-based predictive coding generalizes.

Mei Yi-Chi Memorial Medal, NTHU's top graduating honor; 2nd of 609 teams in the NSF HDR ML Challenge 2025; four papers under review at ICLR 2027; iGEM 2023 Gold Medal; 1st place at the Mei-Chu Hackathon 2025

Publications

  • MatrixQR: Matrix-Guided Refinement for Decoupling Reliability Control from Creative Edits in QR Code Generation. TAAI 2025, poster
  • Classifying Vibration Modes Generated by the Michelson Interferometer Using Machine Learning Methods. Journal of Modern Physics, 2024
  • Building Machine Learning Challenges for Anomaly Detection in Science. arXiv 2503.02112, 2025 (NSF HDR challenge paper)

Open source

Open source contributions

All 20 projects with my merged pull requests

Babylon.js, 3d-tiles, CloudCompare, ImageMagick, MultiQC, cudf, moabb, awesome-YuE, AliceVision, braindecode, pytorch-image-models, pymdp, kornia, FunASR, mpi4py, splat-transform, supersplat, psychopy, stanza, burn

Projects

cardsmith snipmd modelshift llm-doctor

All 21 personal projects
Project What it does Stars
docling-guard Offline provenance validation and regression checks for Docling JSON 1
gpuwait GPU Idle Score for local LLM servers: measure idle time against Ollama, vLLM, mlx-lm 0
receiptwise Local receipt and warranty tracker with OCR, spend summaries, and printed deadline reminde 0
labexplain Offline lab report reader with printed-range priority, cited adult examples, and optional 0
oss-launchbot Policy-aware launch queue and guarded Reddit posting for open-source repositories 0
reelrecipe Turn local cooking videos into recipe cards with Whisper, GLM-OCR, Ollama, and Mealie JSON 0
ollama-verify Read-only integrity and storage audit for local Ollama models 0
mlxtrace MLX training step profiler with power and memory sampling and a standalone HTML timeline 0
installwall Check direct npm, pip, gem, and cargo installs for typosquats, new packages, and sourced m 0
cardsmith Offline flashcards from PDFs, slides, and notes. Generate locally, study with SM-2, export 0
papercompass Recommendations over your own arXiv library, offline after setup. Not another digest bot. 0
gpuwho Live system GPU use alongside named local LLM processes on Apple Silicon, with optional Ne 0
songforge Local Suno-style song studio for Apple Silicon: lyrics to full songs with vocals and cover 0
snipmd Hotkey, drag a box, get Markdown or LaTeX on your clipboard. Offline Mathpix Snip alternat 0
cliffhanger Stop hook and skill that keeps Claude Code from ending the turn with work still owed, and 0
slopblock Adblock for AI slop: blurs machine-written posts in your feeds, on-device, and shows why. 0
modelshift Find model IDs in your repo that retire soon, replay real prompts on the replacement, and 0
llm-doctor brew doctor for local LLMs: dedupe Ollama, LM Studio, HF and MLX weights, catch stale temp 0
inference-visually Interactive explainers of the LLM serving stack: KV cache, paged attention, continuous bat 0
shiftgear Model and effort routing skill for Claude Code, Codex, Gemini CLI, Cursor, and OpenCode, w 0
agentleaks Find, redact and block the API keys in Claude Code, Codex, Cursor, Gemini CLI, Cline and A 0

Activity

Stars across my projects over the last 30 days

Contribution graph

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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. stanfordnlp/stanza stanfordnlp/stanza Public

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

    Python 7.9k 961

  3. agentleaks agentleaks Public

    Find, redact and block the API keys in Claude Code, Codex, Cursor, Gemini CLI, Cline and Aider history. Single binary.

    Go

  4. inference-visually inference-visually Public

    Interactive explainers of the LLM serving stack: KV cache, paged attention, continuous batching, prefix caching, speculative decoding, measured on your Mac

    TypeScript

  5. kornia/kornia kornia/kornia Public

    🐍 Geometric Computer Vision Library for Spatial AI

    Python 11.4k 1.3k

  6. NVIDIA/cudf NVIDIA/cudf Public

    cuDF - GPU DataFrame Library

    C++ 9.8k 1.1k