Search Results for author: Alex F. Spies

Found 3 papers, 2 papers with code

Structured World Representations in Maze-Solving Transformers

1 code implementation5 Dec 2023 Michael Igorevich Ivanitskiy, Alex F. Spies, Tilman Räuker, Guillaume Corlouer, Chris Mathwin, Lucia Quirke, Can Rager, Rusheb Shah, Dan Valentine, Cecilia Diniz Behn, Katsumi Inoue, Samy Wu Fung

Transformer models underpin many recent advances in practical machine learning applications, yet understanding their internal behavior continues to elude researchers.

valid

Sparse Relational Reasoning with Object-Centric Representations

no code implementations15 Jul 2022 Alex F. Spies, Alessandra Russo, Murray Shanahan

We investigate the composability of soft-rules learned by relational neural architectures when operating over object-centric (slot-based) representations, under a variety of sparsity-inducing constraints.

Object Relational Reasoning

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