Sparse Relational Reasoning with Object-Centric Representations. - Alex F. Spies; Alessandra Russo; Murray Shanahan (CoRR, 2022)

Linearly Structured World Representations in Maze-Solving Transformers. - Michael I. Ivanitskiy; Alex F. Spies; Tilman Räuker; Guillaume Corlouer; Chris Mathwin; Lucia Quirke; Can Rager; Rusheb Shah; Dan Valentine; Cecilia G. Diniz Behn; Katsumi Inoue; Samy Wu Fung (UniReps, 2023)

A Configurable Library for Generating and Manipulating Maze Datasets. - Michael Igorevich Ivanitskiy; Rusheb Shah; Alex F. Spies; Tilman Räuker; Dan Valentine; Can Rager; Lucia Quirke; Chris Mathwin; Guillaume Corlouer; Cecilia G. Diniz Behn; Samy Wu Fung (CoRR, 2023)

Structured World Representations in Maze-Solving Transformers. - Michael I. Ivanitskiy; Alex F. Spies; Tilman Räuker; Guillaume Corlouer; Chris Mathwin; Lucia Quirke; Can Rager; Rusheb Shah; Dan Valentine; Cecilia G. Diniz Behn; Katsumi Inoue; Samy Wu Fung (CoRR, 2023)

Transformers Use Causal World Models in Maze-Solving Tasks. - Alex F. Spies; William Edwards; Michael I. Ivanitskiy; Adrians Skapars; Tilman Räuker; Katsumi Inoue; Alessandra Russo; Murray Shanahan (CoRR, 2024)