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While current General Game Playing (GGP) systems facilitate useful research in Artificial Intelligence (AI) for game-playing, they are often somewhat specialised and computationally inefficient. In this paper, we describe the "ludemic"…

Artificial Intelligence · Computer Science 2020-02-24 Éric Piette , Dennis J. N. J. Soemers , Matthew Stephenson , Chiara F. Sironi , Mark H. M. Winands , Cameron Browne

We present an experimental comparison of the efficiency of three General Game Playing systems in their current versions: Regular Boardgames (RBG 1.0), Ludii~0.3.0, and a Game Description Language (GDL) propnet. We show that in general, RBG…

Artificial Intelligence · Computer Science 2019-10-07 Jakub Kowalski , Maksymilian Mika , Jakub Sutowicz , Marek Szykuła

We present the technical side of reasoning in Regular Boardgames (RBG) language -- a universal General Game Playing (GGP) formalism for the class of finite deterministic games with perfect information, encoding rules in the form of regular…

Artificial Intelligence · Computer Science 2020-06-16 Jakub Kowalski , Radosław Miernik , Maksymilian Mika , Wojciech Pawlik , Jakub Sutowicz , Marek Szykuła , Andrzej Tkaczyk

We propose a new General Game Playing (GGP) language called Regular Boardgames (RBG), which is based on the theory of regular languages. The objective of RBG is to join key properties as expressiveness, efficiency, and naturalness of the…

Artificial Intelligence · Computer Science 2018-11-14 Jakub Kowalski , Maksymilian Mika , Jakub Sutowicz , Marek Szykuła

We propose a new General Game Playing (GGP) system called Regular Games (RG). The main goal of RG is to be both computationally efficient and convenient for game design. The system consists of several languages. The core component is a…

Artificial Intelligence · Computer Science 2025-11-14 Radosław Miernik , Marek Szykuła , Jakub Kowalski , Jakub Cieśluk , Łukasz Galas , Wojciech Pawlik

There are several different game description languages (GDLs), each intended to allow wide ranges of arbitrary games (i.e., general games) to be described in a single higher-level language than general-purpose programming languages. Games…

Artificial Intelligence · Computer Science 2024-06-14 Dennis J. N. J. Soemers , Éric Piette , Matthew Stephenson , Cameron Browne

The Digital Ludeme Project (DLP) aims to reconstruct and analyse over 1000 traditional strategy games using modern techniques. One of the key aspects of this project is the development of Ludii, a general game system that will be able to…

Artificial Intelligence · Computer Science 2019-07-02 Matthew Stephenson , Éric Piette , Dennis J. N. J. Soemers , Cameron Browne

Many games often share common ideas or aspects between them, such as their rules, controls, or playing area. However, in the context of General Game Playing (GGP) for board games, this area remains under-explored. We propose to formalise…

Artificial Intelligence · Computer Science 2021-07-05 Éric Piette , Matthew Stephenson , Dennis J. N. J. Soemers , Cameron Browne

We present a new general board game (GBG) playing and learning framework. GBG defines the common interfaces for board games, game states and their AI agents. It allows one to run competitions of different agents on different games. It…

Artificial Intelligence · Computer Science 2019-07-16 Wolfgang Konen

Combinations of Monte-Carlo tree search and Deep Neural Networks, trained through self-play, have produced state-of-the-art results for automated game-playing in many board games. The training and search algorithms are not game-specific,…

Artificial Intelligence · Computer Science 2021-01-26 Dennis J. N. J. Soemers , Vegard Mella , Cameron Browne , Olivier Teytaud

Ludii is a general game system being developed as part of the ERC-funded Digital Ludeme Project (DLP). While its primary aim is to model, play, and analyse the full range of traditional strategy games, Ludii also has the potential to…

Artificial Intelligence · Computer Science 2019-07-02 Matthew Stephenson , Éric Piette , Dennis J. N. J. Soemers , Cameron Browne

General Video Game Playing (GVGP) aims at designing an agent that is capable of playing multiple video games with no human intervention. In 2014, The General Video Game AI (GVGAI) competition framework was created and released with the…

Artificial Intelligence · Computer Science 2019-02-25 Diego Perez-Liebana , Jialin Liu , Ahmed Khalifa , Raluca D. Gaina , Julian Togelius , Simon M. Lucas

This paper investigates the performance of different general-game-playing heuristics for games in the Ludii general game system. Based on these results, we train several regression learning models to predict the performance of these…

Artificial Intelligence · Computer Science 2021-07-06 Matthew Stephenson , Dennis J. N. J. Soemers , Eric Piette , Cameron Browne

Quality of General Game Playing (GGP) matches suffers from slow state-switching and weak knowledge modules. Instantiation and Propositional Networks offer great performance gains over Prolog-based reasoning, but do not scale well. In this…

Artificial Intelligence · Computer Science 2014-01-24 Adrian Łańcucki

This technical report outlines the fundamental workings of the game logic behind Ludii, a general game system, that can be used to play a wide variety of games. Ludii is a program developed for the ERC-funded Digital Ludeme Project, in…

Artificial Intelligence · Computer Science 2022-06-03 Éric Piette , Cameron Browne , Dennis J. N. J. Soemers

Game boards are described in the Ludii general game system by their underlying graphs, based on tiling, shape and graph operators, with the automatic detection of important properties such as topological relationships between graph…

Artificial Intelligence · Computer Science 2021-11-23 Cameron Browne , Éric Piette , Matthew Stephenson , Dennis J. N. J. Soemers

This paper describes three different optimised implementations of playouts, as commonly used by game-playing algorithms such as Monte-Carlo Tree Search. Each of the optimised implementations is applicable only to specific sets of games,…

Artificial Intelligence · Computer Science 2021-11-05 Dennis J. N. J. Soemers , Éric Piette , Matthew Stephenson , Cameron Browne

Automatically generating novel and interesting games is a complex task. Challenges include representing game rules in a computationally workable form, searching through the large space of potential games under most such representations, and…

Artificial Intelligence · Computer Science 2024-12-04 Graham Todd , Alexander Padula , Matthew Stephenson , Éric Piette , Dennis J. N. J. Soemers , Julian Togelius

Ludii is a Java general game system with a considerable number of board games, with an API for developing new agents and a game description language to create new games. To improve versatility and ease development, we provide Python…

Artificial Intelligence · Computer Science 2024-12-20 Izaias S. de Lima Neto , Marco A. A. de Aguiar Vieira , Anderson R. Tavares

We introduce GVGAI-LLM, a video game benchmark for evaluating the reasoning and problem-solving capabilities of large language models (LLMs). Built on the General Video Game AI framework, it features a diverse collection of arcade-style…

Artificial Intelligence · Computer Science 2026-05-19 Yuchen Li , Cong Lin , Muhammad Umair Nasir , Philip Bontrager , Jialin Liu , Julian Togelius
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