Active Inference · Paper · 2026

Robust Belief Sharing in Federated Active Inference: A Recovery-Tested Generalized-Variational Framework for Categorical Contamination-Aware Consensus

Documentation folder for catalog row 210 · Canonical work page

Paper folder on GitHub
Folderpapers/2026_RobustBeliefSharing/

Overview

Curated abstract when available.

The selected Active Fedference 1.1.0 manuscript presents a discrete-categorical connection between active-inference belief sharing and a generalized-Bayes family. It separately assigns claims to source-conditional client updates, a recovery-only heuristic server rule and an objective-backed variational server rule; no robustness guarantee transfers between those axes. The manuscript reports recovery, contamination, sensitivity and socket-backed studies from deterministic artifacts. This catalog refresh does not reproduce those studies or establish general robustness or real-world deployment efficacy.

Overview source: Curated paper metadata.

Artifacts

Tracked documentation, preserved local archives, and the selected Zenodo edition.

Document Files
  • active_fedference_combined.pdf Zenodo version 1.1.0 · 12,604,278 bytes
  • active_fedference_combined.pdf 9,433,827 bytes · preserved historical archive
  • Current PDF version 1.1.0 is hosted at Zenodo. Local PDFs remain preserved historical archives. Extracted text retains its own source provenance; a matching filename does not establish edition identity.
Extracted Content

No extracted figures are archived.