Author

Alex Schutz

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#artificial intelligence Preprint Sep 2026

Beyond Static Graph World Models: Learning Stochastic Latent Dynamics over Evolving Topologies

Graph-based world models have recently emerged as a means of learning transitions over relational state representations. However, existing approaches are largely limited to fixed-topology graphs or deterministic, fully observable environments. We propose the Graph Dynamics Model (GDM), a world model for graph-structure...

Alex Schutz, Nick Hawes, Victor-Alexandru Darvariu · 0 citations

#artificial intelligence Sep 2025

Tackling GNARLy Problems: Graph Neural Algorithmic Reasoning Reimagined through Reinforcement Learning

This work reframe the problem of learning algorithm trajectories as a Markov decision process, which imposes structure on the solution construction procedure and unlocks the powerful tools of imitation and reinforcement learning (RL).

Alex Schutz, Victor-Alexandru Darvariu, Efimia Panagiotaki et al. · arXiv.org · 1 citation