Matthew Macfarlane

PhD student, University of Amsterdam

Joined

September 2022

Names

Matthew Macfarlane (Preferred)

Emails

****@uva.nl (Confirmed)

Personal Links

Career & Education History

PhD student

University of Amsterdam (uva.nl)

2020 – 2026

Advisors, Relations & Conflicts

PhD Advisor

Herke van Hoof

Present

Coauthor

Clément Bonnet

Present

Coauthor

Edan Toledo

Present

Expertise

No areas of expertise listed

Publications

Gradient-Based Program Synthesis with Neurally Interpreted Languages
Matthew Macfarlane, Clément Bonnet, Herke van Hoof, Levi Lelis
- ICLR 2026 Poster
- Readers: Everyone
Instilling Parallel Reasoning into Language Models
Matthew Macfarlane, Minseon Kim, Nebojsa Jojic, Weijia Xu, Lucas Caccia, Xingdi Yuan, Wanru Zhao, Zhengyan Shi, Alessandro Sordoni
- AI4Math@ICML25 Poster
- Readers: Everyone
Searching Latent Program Spaces
Matthew Macfarlane, Clément Bonnet
- ICML 2025 Workshop PRAL Oral
- Readers: Everyone
Searching Latent Program Spaces
Matthew Macfarlane, Clément Bonnet
- NeurIPS 2025 spotlight
- Readers: Everyone
Searching Latent Program Spaces
Clément Bonnet, Matthew Macfarlane
- OpenReview Archive Direct Upload
- Readers: Everyone
SMX: Sequential Monte Carlo Planning for Expert Iteration
Edan Toledo, Matthew Macfarlane, Donal John Byrne, Siddarth Singh, Paul Duckworth, Alexandre Laterre
- FoRLaC Poster
- Readers: Everyone
SPO: Sequential Monte Carlo Policy Optimisation
Matthew Macfarlane, Edan Toledo, Donal John Byrne, Paul Duckworth, Alexandre Laterre
- NeurIPS 2024 poster
- Readers: Everyone
Cooperative Logistics: Can Artificial Intelligence Enable Trustworthy Cooperation at Scale?
Stephen Mak, Tim Pearce, Matthew Macfarlane, Liming Xu, Michael Ostroumov, Alexandra Brintrup
- NeurIPS CompSust 2023 Poster
- Readers: Everyone
Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX
Clément Bonnet, Daniel Luo, Donal John Byrne, Shikha Surana, Sasha Abramowitz, Paul Duckworth, Vincent Coyette, Laurence Illing Midgley, Elshadai Tegegn, Tristan Kalloniatis, Omayma Mahjoub, Matthew Macfarlane, Andries Petrus Smit, Nathan Grinsztajn, Raphael Boige, Cemlyn Neil Waters, Mohamed Ali Ali Mimouni, Ulrich Armel Mbou Sob, Ruan John de Kock, Siddarth Singh et al. (4 additional authors not shown)
- ICLR 2024 poster
- Readers: Everyone
Training Graph Neural Networks with Policy Gradients to Perform Tree Search
Matthew Macfarlane, Diederik M Roijers, Herke van Hoof
- 08 Oct 2022 (modified: 05 May 2023)
- Deep RL Workshop 2022
- Readers: Everyone

Co-Authors

View all 40 co-authors