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Esports, despite its expanding interest, lacks fundamental sports analytics resources such as accessible data or proven and reproducible analytical frameworks. Even Counter-Strike: Global Offensive (CSGO), the second most popular esport,…

人工智能 · 计算机科学 2020-11-05 Peter Xenopoulos , Harish Doraiswamy , Claudio Silva

Presently online video games have become a progressively favorite source of recreation and Counter Strike: Global Offensive (CS: GO) is one of the top-listed online first-person shooting games. Numerous competitive games are arranged every…

计算机视觉与模式识别 · 计算机科学 2021-12-14 Tasnim Sakib Apon , Abrar Islam , MD. Golam Rabiul Alam

While AI systems have equaled or surpassed human performance in a wide variety of games such as Chess, Go, or Dota 2, describing these systems as truly "human-like" remains far-fetched. Despite their success, they fail to replicate the…

人工智能 · 计算机科学 2025-07-09 Aloïs Rautureau , Éric Piette

This paper describes an AI agent that plays the popular first-person-shooter (FPS) video game `Counter-Strike; Global Offensive' (CSGO) from pixel input. The agent, a deep neural network, matches the performance of the medium difficulty…

人工智能 · 计算机科学 2021-12-10 Tim Pearce , Jun Zhu

How does the team formation relates to team performance in professional video game playing? This study examined one aspect of group dynamics - team switching - and aims to answer how changing a team affects individual and collective…

人机交互 · 计算机科学 2022-05-20 Weiwei Zhang , Goran Muric , Emilio Ferrara

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…

We present a comparative study of the players' and professional players' (athletes') performance in Counter Strike: Global Offensive (CS:GO) discipline. Our study is based on ubiquitous sensing helping identify the biometric features…

人机交互 · 计算机科学 2019-08-20 Nikita Khromov , Alexander Korotin , Andrey Lange , Anton Stepanov , Evgeny Burnaev , Andrey Somov

Planning safe robot motions in the presence of humans requires reliable forecasts of future human motion. However, simply predicting the most likely motion from prior interactions does not guarantee safety. Such forecasts fail to model the…

人工智能 · 计算机科学 2023-10-23 Kushal Kedia , Prithwish Dan , Sanjiban Choudhury

The objective of the present study is to present a computational model of the motion of a single athlete in a team and to compare the resulting trajectory with experimental data obtained in the field during competitions by match analysis…

生物物理 · 物理学 2008-11-25 E. Grimpampi , A. Pasculli , A. Sacripanti

Human team tactics emerge from each player's individual perspective and their ability to anticipate, interpret, and adapt to teammates' intentions. While advances in video understanding have improved the modeling of team interactions in…

计算机视觉与模式识别 · 计算机科学 2025-10-23 Yunzhe Wang , Soham Hans , Volkan Ustun

In the domain of Sport Analytics, Global Positioning Systems devices are intensively used as they permit to retrieve players' movements. Team sports' managers and coaches are interested on the relation between players' patterns of movements…

应用统计 · 统计学 2018-05-08 Rodolfo Metulini

Predicting player behavior in strategic games, especially complex ones like chess, presents a significant challenge. The difficulty arises from several factors. First, the sheer number of potential outcomes stemming from even a single…

机器学习 · 计算机科学 2025-04-09 Benny Skidanov , Daniel Erbesfeld , Gera Weiss , Achiya Elyasaf

To enable safe and efficient human-robot collaboration in shared workspaces it is important for the robot to predict how a human will move when performing a task. While predicting human motion for tasks not known a priori is very…

机器人学 · 计算机科学 2016-06-08 Jim Mainprice , Rafi Hayne , Dmitry Berenson

Sequential reasoning is a complex human ability, with extensive previous research focusing on gaming AI in a single continuous game, round-based decision makings extending to a sequence of games remain less explored. Counter-Strike: Global…

人工智能 · 计算机科学 2020-08-13 Yilei Zeng , Deren Lei , Beichen Li , Gangrong Jiang , Emilio Ferrara , Michael Zyda

eSports industry has greatly progressed within the last decade in terms of audience and fund rising, broadcasting, networking and hardware. Since the number and quality of professional team has evolved too, there is a reasonable need in…

人机交互 · 计算机科学 2019-08-20 Anton Stepanov , Andrey Lange , Nikita Khromov , Alexander Korotin , Evgeny Burnaev , Andrey Somov

Despite increasing attention paid to the need for fast, scalable methods to analyze next-generation neuroscience data, comparatively little attention has been paid to the development of similar methods for behavioral analysis. Just as the…

神经元与认知 · 定量生物学 2017-11-02 Shariq Iqbal , John Pearson

Humanoid robot soccer presents several challenges, particularly in maintaining system stability during aggressive kicking motions while achieving precise ball trajectory control. Current solutions, whether traditional position-based control…

机器人学 · 计算机科学 2025-10-03 Wanyue Li , Ji Ma , Minghao Lu , Peng Lu

While we would like agents that can coordinate with humans, current algorithms such as self-play and population-based training create agents that can coordinate with themselves. Agents that assume their partner to be optimal or similar to…

机器学习 · 计算机科学 2020-01-10 Micah Carroll , Rohin Shah , Mark K. Ho , Thomas L. Griffiths , Sanjit A. Seshia , Pieter Abbeel , Anca Dragan

Using artificial intelligence (AI) to automatically test a game remains a critical challenge for the development of richer and more complex game worlds and for the advancement of AI at large. One of the most promising methods for achieving…

人工智能 · 计算机科学 2022-09-02 Matthew Barthet , Ahmed Khalifa , Antonios Liapis , Georgios N. Yannakakis

The gaming industry has experienced substantial growth, but cheating in online games poses a significant threat to the integrity of the gaming experience. Cheating, particularly in first-person shooter (FPS) games, can lead to substantial…

密码学与安全 · 计算机科学 2025-11-18 Jiayi Zhang , Chenxin Sun , Yue Gu , Qingyu Zhang , Jiayi Lin , Xiaojiang Du , Chenxiong Qian
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