mlsanityData to 14 Oct 2026

Recording and Describing Poker Hands

arXiv 2312.11753 ↗First posted 18 Dec 2023cs.AIcited by 2

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Abstract (arXiv)

This paper introduces the Poker Hand History (PHH) file format, designed to standardize the recording of poker hands across different game variants. Despite poker's widespread popularity in the mainstream culture as a mind sport and its prominence in the field of artificial intelligence (AI) research as a benchmark for imperfect information AI agents, it lacks a consistent format that humans can use to document poker hands across different variants that can also easily be parsed by machines. To address this gap in the literature, we propose the PHH format which provides a concise human-readable machine-friendly representation of hand history that comprehensively captures various details of the hand, ranging from initial game parameters and actions to contextual parameters including but not limited to the venue, players, and time control information. In the supplementary, we provide 10,088 hands covering 11 different variants in the PHH format. The full specification is available on https://github.com/uoftcprg/phh-std

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 2 of its 21 references that are in the map. First posted on arXiv 18 Dec 2023.

Builds on

2 of 21 references.

References · 2

  1. 2017DeepStack: Expert-Level Artificial Intelligence in No-Limit Pokercited by 233
  2. 2023PokerKit: A Comprehensive Python Library for Fine-Grained Multi-Variant Poker Game Simulationscited by 4

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 1.

2 papers.