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CFR+ and Cepheus: scalable near-equilibrium poker solving

Introduced clipped cumulative regret-matching updates and weighted averaging, then combined distributed compressed computation with CFR+ to essentially weakly solve heads-up limit Texas hold'em.

What is recorded here?

Introduced clipped cumulative regret-matching updates and weighted averaging, then combined distributed compressed computation with CFR+ to essentially weakly solve heads-up limit Texas hold'em.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

The2014algorithm originates with Tammelin alone; subsequent theory/engineering and Cepheus reports have their own bylines. Same asymptotic regret order does not prove a universal order-of-magnitude acceleration. Essentially weakly solved means a quantified very small exploitability, not an exact equilibrium or no-limit/multiplayer poker solution.

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People and systems

Oskari Tammelin; Neil Burch; Michael Johanson; Michael Bowling

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

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English catalogue narrative

CFR+ and Cepheus: scalable near-equilibrium poker solving

Introduced clipped cumulative regret-matching updates and weighted averaging, then combined distributed compressed computation with CFR+ to essentially weakly solve heads-up limit Texas hold'em.

Scientific scope

The2014algorithm originates with Tammelin alone; subsequent theory/engineering and Cepheus reports have their own bylines. Same asymptotic regret order does not prove a universal order-of-magnitude acceleration. Essentially weakly solved means a quantified very small exploitability, not an exact equilibrium or no-limit/multiplayer poker solution.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Oskari Tammelin; Neil Burch; Michael Johanson; Michael Bowling

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources