GUAN-MING
CHIU.

Software Dev & Open Source Enthusiast
Taipei, TaiwanEECS · NTU↓
About01
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.
Experience02
Education03
Publications04
Guan-Ming Chiu · ACL SRW
Guan-Ming Chiu et al. · ACL SRW
Carbon Footprint Reporting Should Be Routine in Machine Learning Research
2026Guan-Ming Chiu · ICML Position
Open Source05

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
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
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
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
Hackathon06

TSMC IT Hackathon - 2nd Place
Jan. 2025 – Feb. 2025React, 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





