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Historically, much research and development in human computer interaction has focused on atomic and generalizable tasks, where task completion time indicates productivity. However, the emergence of competitive games and esports reminds us…

人机交互 · 计算机科学 2025-07-09 Ben Boudaoud , Josef Spjut , Joohwan Kim , Arjun Madhusudan , Benjamin Watson

Electronic sports (esports) and research on this emerging field are interdisciplinary in nature. By extension, it is essential to understand how to standardize and structure training with the help of existing tools developed by years of…

人机交互 · 计算机科学 2024-10-10 Andrzej Białecki , Bartłomiej Michalak , Jan Gajewski

The ability to extract sequences of game events for high-resolution e-sport games has traditionally required access to the game's engine. This serves as a barrier to groups who don't possess this access. It is possible to apply deep…

计算机视觉与模式识别 · 计算机科学 2019-07-01 Zijin Luo , Matthew Guzdial , Mark Riedl

In this article, we introduce a new conception of a family of esport games called Samu Entropy to try to improve dataflow program graphs like the ones that are based on Google's TensorFlow. Currently, the Samu Entropy project specifies only…

人工智能 · 计算机科学 2017-02-16 Norbert Bátfai , Renátó Besenczi , Gergő Bogacsovics , Fanny Monori

The vulnerability of deep neural network models to adversarial example attacks is a practical challenge in many artificial intelligence applications. A recent line of work shows that the use of randomization in adversarial training is the…

机器学习 · 计算机科学 2023-06-30 Jiahao Xie , Chao Zhang , Weijie Liu , Wensong Bai , Hui Qian

This work is concerned with the rating of players/teams in face-to-face games with three possible outcomes: loss, win, and draw. This is one of the fundamental problems in sport analytics, where the very simple and popular, non-trivial…

统计理论 · 数学 2019-10-15 Leszek Szczecinski , Aymen Djebbi

Adaptive game systems aim to enrich player experiences by dynamically adjusting game content in response to user data. While extensive research has addressed content personalization and player experience modeling, the integration of these…

人机交互 · 计算机科学 2025-05-05 Phil Lopes , Nuno Fachada , Maria Fonseca

Discovering features that set elite players apart is of great significance for eSports coaches as it enables them to arrange a more effective training program focused on improving those features. Moreover, finding such features results in a…

人机交互 · 计算机科学 2024-07-18 Amin Noroozi , Mohammad S. Hasan , Maryam Ravan , Elham Norouzi , Ying-Ying Law

The increasing number of spectators and players in e-sports, along with the development of optimized communication solutions and cloud computing technology, has motivated the constant growth of the online game industry. Even though…

人工智能 · 计算机科学 2025-10-23 Silvia García-Méndez , Francisco de Arriba-Pérez

Game economy design significantly shapes the player experience and progression speed. Modern game economies are becoming increasingly complex and can be very sensitive to even minor numerical adjustments, which may have an unexpected impact…

神经与进化计算 · 计算机科学 2024-09-10 Florian Rupp , Kai Eckert

Language models have shown unprecedented capabilities, sparking debate over the source of their performance. Is it merely the outcome of learning syntactic patterns and surface level statistics, or do they extract semantics and a world…

机器学习 · 计算机科学 2024-07-16 Adam Karvonen

This paper presents a personalized character recommendation system for Multiplayer Online Battle Arena (MOBA) games which are considered as one of the most popular online video game genres around the world. When playing MOBA games, players…

人工智能 · 计算机科学 2022-04-28 Hojoon Lee , Dongyoon Hwang , Hyunseung Kim , Byungkun Lee , Jaegul Choo

In games like chess, strategy evolves dramatically across distinct phases - the opening, middlegame, and endgame each demand different forms of reasoning and decision-making. Yet, many modern chess engines rely on a single neural network to…

机器学习 · 计算机科学 2025-06-18 Felix Helfenstein , Johannes Czech , Jannis Blüml , Max Eisel , Kristian Kersting

Artificial intelligence (AI) has enabled agents to master complex video games, from first-person shooters like Counter-Strike to real-time strategy games such as StarCraft II and racing games like Gran Turismo. While these achievements are…

The core challenge in basketball tactic modeling lies in efficiently extracting complex spatial-temporal dependencies from historical data and accurately predicting various in-game events. Existing state-of-the-art (SOTA) models, primarily…

机器学习 · 计算机科学 2025-03-17 Xu Lingrui , Liu Mandi , Zhang Lei

We build on the recently proposed EigenGame that views eigendecomposition as a competitive game. EigenGame's updates are biased if computed using minibatches of data, which hinders convergence and more sophisticated parallelism in the…

机器学习 · 统计学 2022-03-23 Ian Gemp , Brian McWilliams , Claire Vernade , Thore Graepel

Recently, there have been several high-profile achievements of agents learning to play games against humans and beat them. In this paper, we study the problem of training intelligent agents in service of game development. Unlike the agents…

This paper investigates the application of Neuroevolution of Augmenting Topologies (NEAT) to automate gameplay in Dark Souls, a notoriously challenging action role-playing game characterized by complex combat mechanics, dynamic…

人工智能 · 计算机科学 2025-07-08 Jim O'Connor , Gary B. Parker , Mustafa Bugti

Difficulty is one of the key drivers of player engagement and it is often one of the aspects that designers tweak most to optimise the player experience; operationalising it is, therefore, a crucial task for game development studios. A…

人工智能 · 计算机科学 2025-03-20 Jeppe Theiss Kristensen , Paolo Burelli

Forecasting winners in E-sports with real-time analytics has the potential to further engage audiences watching major tournament events. However, making such real-time predictions is challenging due to unpredictable variables within the…

机器学习 · 计算机科学 2024-02-27 Kittimate Chulajata , Sean Wu , Fabien Scalzo , Eun Sang Cha