EXECUTABLE RESEARCH DEMONSTRATION

Explainable recommendation through Expected Free Energy.

An experimental repository for Active Inference as an intrinsically explainable recommender architecture via epistemic-pragmatic score decomposition.

Interactive service: the FastAPI POC is deployed on Cloudflare Workers and is available continuously from the button above.

3BPR, LightGCN, and SASRec baselines

4Full EFE plus three ablations

6Accuracy and beyond-accuracy metrics

2Public benchmark datasets

Experiment protocol

Dataset splits, evaluation boundaries, deterministic seeds, early stopping, and confirmatory experiment rules.

Trace implementation modules, experiment outputs, tables, and figures back to publication claims.

Inspect configurations, research tests, FastAPI POC code, and the complete experiment pipeline.

Review the literature and source material supporting the experimental architecture and evaluation approach.