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@deltakosh

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@cp2k @cyberbotics

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

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

๐Ÿ‘‹ About me

Physics and EECS (AI track) at National Tsing Hua University, applying for PhD entry in 2027. 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

๐Ÿ“„ 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)

๐ŸŒŸ Featured contributions

๐Ÿ“šย DocsGPT
ย 
GitHub stars of arc53/DocsGPT
Fixed inflated token counts in DocsGPT streaming replies to improve billing and quota accuracy.
Validation passed all 47 usage tests and 13,103 full-suite tests.ย PRย โ†’
๐Ÿ”ฅย burn
ย 
GitHub stars of tracel-ai/burn
Corrected Burn tensor roll direction.
Independent reference tests verified the fix.ย PRย โ†’
๐Ÿ“ย AliceVision
ย 
GitHub stars of alicevision/AliceVision
Corrected 3DE Radial4 lens calibration derivatives.
Finite differences verified the repair.ย PRย โ†’
๐Ÿง ย braindecode
ย 
GitHub stars of braindecode/braindecode
Fixed Hilbert transforms for EEG phase analysis.
SciPy and PLV comparisons verified results.ย PRย โ†’

๐Ÿš€ Featured projects


cliffhanger
A Claude Code Stop hook and skill that keeps agents working until every part of the task is done or a real blocker is named, and counts every early stop it catches.
GitHub stars CI License
โ–ถ Watch the demo
cliffhanger demo

llm-doctor
Scan local model stores, find setup problems, and check whether coding agents can use your local endpoint.
GitHub stars CI License
โ–ถ Watch the demo
llm-doctor demo

docling-guard
Check Docling JSON exports for broken source spans and extraction loss before they reach a search index.
GitHub stars CI MIT license
โ–ถ Watch the demo
docling-guard demo

๐Ÿ“Š Open source at a glance

Open source contributions

All 48 projects with my merged pull requests

Babylon.js, 3d-tiles, CloudCompare, ImageMagick, Symbolics.jl, K3D-jupyter, 100-Days-Of-ML-Code, MultiQC, MatX, cccl, cudf, moabb, OpenBLAS, orillusion, awesome-YuE, AliceVision, Meshroom, awesome-mlx, DocsGPT, braindecode, colmap, cp2k, futhark, xgboost, highway, model-viewer, pytorch-image-models, pymdp, rtabmap, kfr, kornia, luceneutil, FunASR, mpi4py, nextflow, Odin, ohpc, OSS-DocumentScanner, splat-transform, supersplat, postprocessing, psychopy, numpyro, Pillow, stanza, burn, oneTBB, v

All 34 personal projects
Project What it does Stars
docling-guard Offline provenance validation and regression checks for Docling JSON 2
cardsmith Offline flashcards from PDFs, slides, and notes. Generate locally, study with SM-2, export 1
snipmd Hotkey, drag a box, get Markdown or LaTeX on your clipboard. Offline Mathpix Snip alternat 1
cliffhanger Stop hook and skill that keeps Claude Code from ending the turn with work still owed, and 1
llm-doctor brew doctor for local LLMs: dedupe Ollama, LM Studio, HF and MLX weights, catch stale temp 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
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
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
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
envwhy Explain which .env file or shell variable wins for a key in a Next.js or Vite project. 0
onecopy Shows which physical copy of React, or any package, each app and linked library in node_mo 0
gh-failmap Group recent failed GitHub Actions runs by the error they share, with a link to each run. 0
exportwhy Explains why Node accepts or rejects a package import, for import and require, from the pr 0
corswhy Explain which CORS preflight check rejects a browser request 0
paper-margins Read research PDFs with local model explanations and visible source pages 0
cachewhy Explain browser and shared HTTP cache behavior from response headers 0
polars-ready Read-only audit of Pandas code for Polars migration blockers and rewrite patterns 0
git-sha-ready Find fixed-length Git object ID assumptions before SHA-256 repositories expose them 0
agent-context-map Map repository instructions that may apply to a target path. 0
snipverify Check Markdown examples and local links before readers copy them 0
worktree-port-check Check whether a port listener runs from the Git worktree you are testing 0
gitclone-doctor Compare anonymous GitHub HTTPS ref discovery using selected transport settings and an HTTP 0
Stars over the last 30 days

Hand-drawn chart of stars across my projects over the last 30 days

๐Ÿ› ๏ธ Toolbox

python, cpp, c, rust, go, julia, ts, js, bash, fortran, haskell, latex, pytorch, sklearn, opencv, threejs, linux, git, github, githubactions, nodejs, vscode, md

CUDA JAX NumPy Hugging Face Jupyter MNE-Python nilearn WebGL MPI

Contribution graph

Pinned Loading

  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

    ๐Ÿ Geometric Computer Vision Library for Spatial AI

    Python 11.4k 1.4k

  6. NVIDIA/cudf NVIDIA/cudf Public

    cuDF - GPU DataFrame Library

    C++ 9.8k 1.1k