First-author papers
- A review of Inverse Reinforcement Learning methods as a general algorithmic approach for modelling Theory of Mind in AI (Algorithms, 2023; editor’s choice)
- A paper where Active Inference agents model game-theoretic interactions, including a summary measure for collective outcomes (AAMAS, 2025; oral)
- Work in Progress — replicator equation, Bayesian inference, game theory
- Work in Progress — PIBBSS Fellowship papers TBD
Other collaborations
- Pat Sweeney’s review paper (Entropy, 2025) formalising connections between Active Inference and Bayesian decision theory, resource rationality, optimal control, reinforcement learning, rate-distortion theory, and maximum entropy.
- A couple of preprints led by Mike Harré making a case for the role of Theory of Mind in Collective Intelligence (short one and long one)
- A paper led by Mikhail Prokopenko (Physics of Life Reviews, 2026) describing the emergence and maintenance of genetic codes and symbolic language as algorithmic bottlenecks in relation to the Great Filter hypothesis
Abandoned projects
- I have so many abandoned projects that perhaps one day I will post sketches of here…