Overview
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.
Methods and contributions
Read the source for the full argument, qualifications, and evidence.
Findings and contributions
- The reported containment result recovers ordinary belief sharing when robustness is turned off.
- Client, heuristic-server and variational-server statements are explicitly kept separate rather than inheriting one another's guarantees.
Methods
- Discrete-categorical generalized-Bayes belief sharing — Described in the selected deposited manuscript; source-text review does not re-execute or independently validate this method.
- Separate robustness claim owners — Described in the selected deposited manuscript; source-text review does not re-execute or independently validate this method.
Summary sources: Paper metadata and evidence · Extracted source text.
Document downloads
The selected PDF is hosted at Zenodo; local files remain preserved archives.
- active_fedference_combined.pdf PDF · Zenodo version 1.1.0 · 12.02 MiB
- active_fedference_combined.pdf PDF · 9.00 MiB · 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.
Citation
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Catalog details and resources
Related works
Ranked by recorded methods, topics, contributors and associated software, with contributor roles and domain-only matches labelled. Metadata overlap is not a citation or a scientific equivalence.