GUAN-MING
CHIU.
Guan-Ming (Wesley) Chiu

Software Dev & Open Source Enthusiast

Taipei, TaiwanEECS · NTU
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I'm a graduate student in EECS at National Taiwan University, with a keen interest in software engineering and machine learning. My passion lies in creating innovative solutions and optimizing systems to achieve significant efficiency improvements.

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Carbon Footprint Reporting Should Be Routine in Machine Learning Research

2026

Guan-Ming Chiu · ICML Position

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PyTorch - Contributor

PyTorch - Contributor

Jun. 2026 - Present
  • ·Contributed to TorchDynamo's TVM backend, adding Relax frontend support and dynamic-shape handling
  • ·Fixed Dynamo graph reconstruction to support custom hardware backends
vLLM - Contributor

vLLM - Contributor

Feb. 2026 - Present
  • ·Contributed 20+ PRs across vLLM and vLLM Speculators for serving, sampling, and speculative decoding
  • ·Optimized diffusion LLM serving memory 4.3x by memory-aware request batching, enabling 4x higher concurrency
  • ·Built the DFlash model converter, enabling external checkpoints to load and finetune in the Speculators format
Apache TVM - Committer

Apache TVM - Committer

Nov. 2025 - Present
  • ·Contributed 100+ and reviewed 60+ PRs for TVM and TVM-FFI, invited as Committer in Jan. 2026
  • ·Added decomposed operator support for 7 operator families and implemented 15+ new Relax operators
  • ·Implemented symbolic range constraints and dynamic-shape support for PyTorch models with variable dimensions
Apache Airflow - Committer

Apache Airflow - Committer

Sep. 2025 - Present
  • ·Contributed 170+ and reviewed 210+ PRs, invited as Committer in Sep. 2025
  • ·Led the development of main features: the Human-in-the-Loop (AIP-90) and Asset Partition (AIP-76)
  • ·Integrated Polars across 10+ providers, increasing flexibility while maintaining backward compatibility
NumPy - Organization Member

NumPy - Organization Member

Mar. 2025 - Jun. 2025
  • ·Invited to become NumPy Organization Member in May 2025
  • ·Contributed 70+ PRs as a core contributor to the NumType project, improving NumPy's type system
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TSMC IT Hackathon - 2nd Place

TSMC IT Hackathon - 2nd Place

Jan. 2025 – Feb. 2025

React, FastAPI, LangChain, LangGraph, LangSmith

  • ·Created an online editor for code optimization, conversion, and correction with integrated GitHub code scraping
  • ·Designed a framework for managing conversational context and state using the Langchain ecosystem, enabling observable and explainable LLM interactions