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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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2 results for “IIEFGs”

Sample-Efficient Learning of Correlated Equilibria in Extensive-Form Gamescs.LG

First sample-efficient algorithm for learning EFCE in bandit feedback settings.

problem Learning EFCE in bandit feedback settings for IIEFGs.

method Proposed

K

-EFCE and uncoupled no-regret algorithm with wide-range regret minimization.

result First sample-efficient algorithm for learning EFCE from bandit feedback.

EFCE bandit feedback uncoupled no-regret wide-range regret IIEFGs

2022-05-15abs ↗pdf ↗

Sample-Efficient Reinforcement Learning of Partially Observable Markov Gamescs.LG

This paper tackles sample-efficient reinforcement learning for partially observable Markov games.

problem Learning in partially observable Markov games with incomplete information.

method A simple algorithm combining optimism and Maximum Likelihood Estimation (MLE) for self-play, and a variant of optimistic MLE for adversarial opponents.

result The proposed algorithms achieve approximate Nash, correlated, and coarse correlated equilibria in polynomial samples for weakly revealing POMGs.

Reinforcement Learning Markov Games Partial Observability Optimism Maximum Likelihood Estimation

2022-06-02abs ↗pdf ↗