Active Inference · Paper · 2026

Active Inference Power Suite: Conditional Statistical Power under Controlled Generative Settings

Zenodo

Catalog Row199
Citation KeyFriedman2026ActiveInferencePowerSuite199
Paper FolderAvailable

Overview

Extracted from the local paper documentation when available.

Statistical power is an investigator-facing operating characteristic of an adaptive-study design. Before simulation, the investigator fixes an agent-side model, evaluator-side process, testing setting, policy, and replication plan. Each embedded agent acts only on visible history; simulated hidden truth is retained for scoring. active inference power makes that conditional estimand inspectable...

multiple testingfalse discovery rateBenjamini-Hochbergstatistical poweractive inferencepymdpsequential hypothesis testingreproducible research

Use Notes

Concise findings and methods pulled from README/SKILL documentation.

Findings / Concepts
  • See full paper for detailed findings and analysis
Methods / Techniques
  • Free energy minimization
  • Generative modeling
  • Bayesian inference

Citation

Plain-text citation for quick reuse.

Friedman, Daniel Ari. 2026. Active Inference Power Suite: Conditional Statistical Power under Controlled Generative Settings. Zenodo. DOI: 10.5281/zenodo.21695160. URL: https://doi.org/10.5281/zenodo.21695160.

Primary source Documentation BibTeX

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