Implementations of state-of-the-art relational reasoning algorithms, using PyTorch.

Independent Researcher
My research investigates the conditions under which AI systems acquire and deploy structured symbolic representations — towards in-context grounding of novel atomic symbols and their systematic recombination into unseen configurations — spanning Compositional Generalisation, Formal Mathematics, Differentiable Language Models, and Physical Simulation. I have also investigated Language Emergence & Grounding (Emergent Communication), Unsupervised Representation Learning, Natural Language Processing, and Multi-Agent Deep Reinforcement Learning.