Publications

2025

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

   Alex Schutz, Victor-Alexandru Darvariu, Efimia Panagiotaki, and 2 more authors

   arXiv preprint: 2509.18930, 2025

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2. A Finite-State Controller Based Offline Solver for Deterministic POMDPs

   Alex Schutz, Yang You, Matı́as Mattamala, and 3 more authors

   IJCAI 2025, 2025

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3. Scalable Solution Methods for Dec-POMDPs with Deterministic Dynamics

   Yang You, Alex Schutz, Zhikun Li, and 3 more authors

   2025

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4. AutoInspect: Towards Long-Term Autonomous Inspection and Monitoring

   Michal Staniaszek, Tobit Flatscher, Joseph Rowell, and 8 more authors

   IEEE Transactions on Field Robotics, 2025
5. Partially Observable Monte-Carlo Graph Search

   Yang You, Vincent Thomas, Alex Schutz, and 3 more authors

   ICAPS, 2025

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