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New ECHO-OFTRL algorithm improves regret guarantees in general games

By PulseAugur Editorial · [1 sources] ·

Researchers have developed a new algorithm called ECHO-OFTRL, designed to improve decentralized equilibrium-finding in general games. This algorithm removes a polylogarithmic dependence on the horizon length previously seen in regret guarantees. ECHO-OFTRL is deterministic and fully uncoupled, ensuring that each player's regret is bounded by a polynomial function of the number of players and the logarithm of the largest action-set size. AI

RANK_REASON The cluster contains a research paper published on arXiv detailing a new algorithm. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.LG →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

New ECHO-OFTRL algorithm improves regret guarantees in general games

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The cluster contains a research paper published on arXiv detailing a new algorithm. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.LG TIER_1 (CA) · Mingyang Liu, Gabriele Farina, Asuman Ozdaglar ·

    Constant Individual Regret in General Games

    arXiv:2608.31166v1 Announce Type: new Abstract: Uncoupled no-regret dynamics provide a decentralized route to equilibrium, but prior guarantees for individual regret retain a polylogarithmic dependence on the horizon. We remove this dependence for every finite $N$-player normal-f…

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