Jinbao Liu

Undergraduate, BSc Computing and Software Systems
University of Melbourne

Jinbao Liu

About

I am an undergraduate studying Computing and Software Systems at the University of Melbourne. In 2026 I am spending a short term at Zhejiang University as an exchange student.

My interests are machine learning (particularly NLP) and quantitative research in decentralized markets.

Education

2024 — Present
BSc, Computing and Software Systems
University of Melbourne
2026
Short-term Exchange
Zhejiang University

Projects & Competitions

Kaggle Competitions Machine learning competitions on Kaggle. 2025 —

Kaggle Competitions Expert Ranked 2,033 of 217,449

I take part in machine learning competitions on Kaggle. Best results so far:

  • MAP – Charting Student Math Misunderstandings
  • AI Mathematical Olympiad – Progress Prize 3
Quantization and pruning of large models Compressing large models for cheaper inference. 2026

I work on making large models cheaper to run, mainly through quantization and pruning.

For Step-3.5-Flash I applied REAP pruning, reducing the model from 196B to 128B parameters. The run used four H200s.

Quantization · REAP · MoE pruning · H200

Curated datasets Datasets I built and cleaned for training and evaluation. 2025 —

Datasets I built and cleaned, grouped by what they were for:

AIMO3

Olympiad-style problems, put into a form a model can be trained and evaluated on for the AI Mathematical Olympiad.

Deep Past Challenge — Translate Akkadian to English

The task starts from photographs of cuneiform tablets, so clean text has to come out of the images before any translation can happen.

ARC-AGI

Recorded to study reasoning from human play, using small PuzzleScript games as a controllable environment. I have not had the time to take it further.

  • Playtrace

Kronos

Fine-tuning data for an open K-line prediction model, across several markets and sampling frequencies.

  • KronosMarket

vLLM · OCR · OHLCV · Data cleaning

Contact

Reach me at jinb.liu@outlook.com.

Melbourne, Victoria, Australia