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Fast Regularized Policy Mirror Descent with One-Step TD Updates MDQXTBEK0F

URIm2://res/MDQXTBEK0F
Kindpreprint
CreatorsQipei Chen, Wenye Li, Yule Sun, Ke Wei
Date2026-09-30
Subjectsarxiv cs.LG, arxiv math.OC
Scopeborder

Expressions

e1: version, preprint

Date2026-09-30
IdsarXiv 2609.39837

Items in this resource

The mentions of the inventory that name this resource. Each name links to the card of its inventory row.

ItemKindWhereSource
Three-point inequalitystatementlemma 2.4arxiv
Unregularized exact TD--PMDstatementcorollary 3.7arxiv
Weighted value-gap reductionstatementlemma B.1arxiv
Five-term decompositionstatementlemma B.2arxiv
Bound for the true-\texorpdfstring{$Q$}{Q} driftstatementlemma B.3arxiv
Potential recursionstatementlemma 3.3arxiv
Conditional bias of the stochastic critic errorstatementlemma 4.4arxiv
$\epsilon$-accuracy and sample complexitystatementcorollary 4.6arxiv
Value convergence under arbitrary evaluation distributionsstatementtheorem 3.4arxiv
Bellman fixed points and contractionsstatementlemma 2.1arxiv
Expected value-gap boundstatementtheorem 4.5arxiv
Noise-free behavior-weighted value convergencestatementcorollary 4.1arxiv
Bellman violation and critic comparisonstatementlemma 3.1arxiv
Exponentially weighted operator driftstatementlemma B.5arxiv
Bound for the Markov-noise termstatementlemma B.6arxiv
Bound for the policy driftstatementlemma B.4arxiv
Bounded critic iteratesstatementlemma 4.2arxiv
Performance difference lemmastatementlemma 2.2arxiv
Trajectory regularity along the PMD iteratesstatementlemma 4.3arxiv
Action-value convergencestatementcorollary 3.5arxiv
Change of distributionstatementlemma 3.2arxiv
Bounded regularized valuesstatementlemma 2.3arxiv
Policy convergence under strong convexitystatementcorollary 3.6arxiv

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