Zachary Shinnick

Machine Learning Researcher and Engineer

I am an MPhil student at the Australian Institute for Machine Learning (AIML), where I am supervised by Professor Anton van den Hengel. I received my Bachelor's degree in Computer Science from the University of Adelaide. I am currently a visiting researcher at the Torr Vision Group, University of Oxford, with Professor Philip Torr.

Previously, I worked as a software engineering intern at Google, ByteDance, and IMC Trading, contributing to projects in large-scale distributed systems, fitness wearables, mobile development, and electromagnetic propagation modelling.

Outside of research and engineering, I am passionate about running and surfing.

Zachary Shinnick

News & Updates

Work Experience

Software Engineering Intern

IMC Trading

Nov 2024 - Jan 2025

Worked on electromagnetic propagation modelling on the Network Engineering Team.

Research Intern

MIT Media Lab

Feb 2024 - Jun 2024

Conducted research on safety and alignment in large language models, working on critical problems at the intersection of AI capabilities and responsible AI development.

Software Engineering Intern

ByteDance

Feb 2024 - Apr 2024

Worked on the Live Revenue Team.

Software Engineering Intern

Google

Nov 2023 - Feb 2024

Backend, iOS, and Android development on the Fitbit team,

Summer Research Scholar

Australian Institute for Machine Learning (AIML)

Nov 2022 - Feb 2023

Awarded a Summer Research Scholarship to conduct computer vision research at AIML.

Publications

Procedural Pretraining

Procedural Pretraining: Warming Up Language Models with Abstract Data

Liangze Jiang*, Zachary Shinnick*, Anton van den Hengel, Hemanth Saratchandran, Damien Teney

ICML 2026 Oral

Procedural Warm-Up for Vision Transformers

Can You Learn to See Without Images? Procedural Warm-Up for Vision Transformers

Zachary Shinnick, Liangze Jiang, Hemanth Saratchandran, Damien Teney, Anton van den Hengel

CVPR 2026

Research overview

Transformers Pretrained on Procedural Data Contain Modular Structures for Algorithmic Reasoning

Zachary Shinnick, Liangze Jiang, Hemanth Saratchandran, Anton van den Hengel, Damien Teney

ICML 2025, MOSS Workshop

Running

Oxford Town and Gown 10K

May 2026 • Oxford, UK

Time: 39:06 (10km PB)

Victor Harbour Half Marathon

December 2025 • Victor Harbour, Australia

Time: 1:32:55 (PB)

City To Bay Half Marathon

September 2025 • Adelaide, Australia

Time: 1:37:04

London TCS Marathon 2025

London TCS Marathon

April 2025 • London, UK

Time: 3:36:47

Adelaide Half Marathon 2024

Adelaide Half Marathon

August 2024 • Adelaide, Australia

Time: 1:46:21

Melbourne Marathon 2023

Melbourne Marathon

October 2023 • Melbourne, Australia

Time: 3:43:55

Barossa Half Marathon 2023

Barossa Half Marathon

May 2023 • Barossa Valley, Australia

Time: 1:41:54

Contact