Qiwen Xiao

Research

Research experience spanning various fields.

Undergraduate Researcher, AI Research Institute @ Shenzhen MSU-BIT University teaser

2024

Undergraduate Researcher, AI Research Institute @ Shenzhen MSU-BIT University

Developed as first author StyleMeta, a meta network combining flow matching with dynamic parameter generation for efficient multi-style graphical layout generation.

Flow Matching Layout Generation Meta Networks Generative Models
Member, Supercomputing Team @ SUSTech teaser

2023

Member, Supercomputing Team @ SUSTech

Participated in major supercomputing competitions, exhibited at SC24, and co-organized the SUSTech SuperComputing Competition.

Supercomputing HPC Competitions CloverLeaf
Undergraduate Research Assistant, Computer Vision Lab @ UC Irvine teaser

2025

Undergraduate Research Assistant, Computer Vision Lab @ UC Irvine

Used XGBoost, Levenberg–Marquardt, and the PROSPECT leaf model to study the relationship between radiance spectrum and vegetation water thickness.

Computer Vision Remote Sensing XGBoost Scientific Modeling
Undergraduate Researcher, HPC Forge @ UC Irvine teaser

2026

Undergraduate Researcher, HPC Forge @ UC Irvine

Studied fused W4A16 INT4 weight-only GEMM in Triton for LLM inference, with implementations and benchmarks for decode and prefill regimes.

HPC Triton LLM Inference GPU Kernels
Undergraduate Researcher, ARiSE Lab @ SUSTech teaser

2024

Undergraduate Researcher, ARiSE Lab @ SUSTech

Studied LLM-based code patch ranking using entropy information and investigated the role of dependency context in code-model training convergence.

LLMs for Code Program Repair Code Intelligence Megatron