JunCheng Wan
Community@satsuki-64
I am a first-year graduate student majoring in Software Engineering at Zhejiang University of Technology. My main research interests include computer graphics a
Agent Skills by JunCheng Wan
Showing 42 vetted skills indexed across 1 GitHub repositories.
paper-write
Draft LaTeX paper sections from outlines and narrative inputs.
paper-poster
Extract paper content and generate LaTeX posters, PPTX assets, and SVGs.
proof-writer
Draft rigorous mathematical proofs for ML/AI theory from formal claims and assumptions.
formula-derivation
Structure research formula derivations into a Derivation Package scaffold.
training-check
Monitor WandB metrics during training to detect anomalies and decide whether to continue or halt.
result-to-claim
Judges experimental results from multiple sources and routes the next actions via Codex.
mermaid-diagram
Convert natural language requirements into Mermaid diagrams and verify syntax with Mermaid CLI.
semantic-scholar
Retrieve venue papers with citation data via the Semantic Scholar API.
system-profile
Profile scripts, processes, GPUs, memory, or interconnects to identify performance bottlenecks.
research-refine-pipeline
Chain research refinement and experiment planning into a single pipeline.
auto-review-loop-llm
Automates iterative multi-round review of research outputs using OpenAI-compatible LLM APIs with scoring and logging.
experiment-plan
Convert research proposals into claim-driven experiment roadmaps with run orders and budgets.
idea-creator
Generate and rank publishable research ideas from a broad direction.
grant-proposal
Draft grant proposals from research ideas across major funding agencies.
monitor-experiment
Monitor experiment progress via SSH and parse JSON results from remote servers.
research-pipeline
Automate research workflows from idea discovery to submission-ready papers.
research-refine
Convert vague research directions into concrete problem anchors and method plans.
ablation-planner
Designs ablation studies with defined tests, expected outcomes, and run order.
idea-discovery
Automate multi-phase idea discovery from literature survey to validated experiment planning.
paper-compile
Compile LaTeX papers to PDF with latexmk and verify output.
paper-slides
Generate Beamer slides from a compiled paper with venue-specific styling.
analyze-results
Compute statistics and generate comparison tables from ML experiment results.
paper-figure
Generate publication-quality figures and LaTeX-ready tables from structured experiment results.
run-experiment
Deploy and execute ML experiments on local or remote GPU servers via SSH.