Computational · Paper · 2026

GNN-based active inference for Battleship

Daniel Ari Friedman

Zenodo

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Overview

An inspectable Generalized Notation Notation (GNN)-specified active inference Battleship implementation, manuscript, and reproducibility materials. Finite-catalog Bayesian inference and one-shot objectives; no unrestricted optimality or empirical efficacy claim. Version 0.5.0 is the organization and visual-explanation edition: transferred GitHub repository, updated DOI-bearing manuscript, enhanced dashboard explanations, and a captioned 20-minute lecture with slides and transcript. Scientific traces and statistical design are unchanged. Synthetic local Aiden narration; original script and artwork are CC BY 4.0.

active inferenceBattleshipGeneralized Notation NotationBayesian inferenceactive sensingreproducible software

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Methods and contributions

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Key concepts

  • active inference
  • Battleship
  • Generalized Notation Notation
  • Bayesian inference
  • active sensing
  • reproducible software

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Citation

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Friedman, Daniel Ari. 2026. GNN-based active inference for Battleship. Zenodo. DOI: 10.5281/zenodo.23670187. URL: https://doi.org/10.5281/zenodo.23670187.
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Citation keyFriedman2026GNNBasedActiveInference232

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