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Dimension-Optimal Dynamic Regret in Exp-Concave Online Learning N280AVNNBY

URIm2://res/N280AVNNBY
Kindpreprint
CreatorsYanyi Li, Wendao Wu, Haihan Zhang, Qinshi Wang, Chenheng Zhang, Chunyuan Zheng, Cong Fang, Haoxuan Li, Zhouchen Lin
Date2026-10-14
Subjectsarxiv cs.LG, arxiv math.OC
Scopeborder

Expressions

e1: version, preprint

Date2026-10-14
IdsarXiv 2610.20187

Items in this resource

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

ItemKindWhereSource
Polynomial-bit implementationstatementtheorem B.18arxiv
1FYBKPM63Nstatementtheorem B.16arxiv
3NBHAPZ6RYstatementtheorem C.4arxiv
Block-hypercube lower bound in effective dimension $m$statementlemma C.2arxiv
Curved dynamic regretstatementtheorem 4.1arxiv
Domination and surrogate exp-concavitystatementlemma B.1arxiv
677NPA1X5Astatementcorollary B.17arxiv
Shifted drawdown energystatementlemma B.8arxiv
One-step KL inequalitystatementlemma B.6arxiv
Sequential two-point riskstatementlemma C.1arxiv
Prefix overhead to every surviving historystatementlemma B.3arxiv
Computational minimax closure, up to logarithmsstatementcorollary 5.2arxiv
Gaussian mixability gapstatementlemma B.5arxiv
Dynamic projected gradient descentstatementlemma B.13arxiv
Matching normalized lower frontierstatementtheorem 5.1arxiv
Square-root KL movementstatementlemma B.7arxiv
Static lower boundstatementlemma C.3arxiv
Streaming-history propertiesstatementlemma B.2arxiv
Full upper frontierstatementcorollary 4.2arxiv
Robustness to inexact history and master updatesstatementlemma B.15arxiv
Comparator-KL monotonicity of the feasibility correctionstatementlemma B.4arxiv
Variation partitionstatementlemma B.10arxiv
Scale endpointsstatementlemma B.12arxiv
Explicit fixed-scale guaranteestatementlemma B.11arxiv
Low-variation interval boundstatementlemma B.9arxiv

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