Derives |Z|-free minimax PAC bounds for policy evaluation and best-policy extraction in exogenous contextual tabular MDPs under oracle access regimes.
Title resolution pending
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
EFE-based planning is formulated as variational free energy minimization with epistemic priors, decomposing into expected plan costs plus a complexity term.
citing papers explorer
-
Minimax PAC Bounds for Learning in Exogenous Contextual MDPs
Derives |Z|-free minimax PAC bounds for policy evaluation and best-policy extraction in exogenous contextual tabular MDPs under oracle access regimes.
-
Expected Free Energy-based Planning as Variational Inference
EFE-based planning is formulated as variational free energy minimization with epistemic priors, decomposing into expected plan costs plus a complexity term.