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An approach for game bot detection in MMORPGs is proposed based on the analysis of game playing behavior. Since MMORPGs are large scale games, users can play in various ways. This variety in playing behavior makes it hard to detect game…

Machine Learning · Computer Science 2015-09-09 Yeounoh Chung , Chang-yong Park , Noo-ri Kim , Hana Cho , Taebok Yoon , Hunjoo Lee , Jee-Hyong Lee

With the rapid growth of MMORPG market, game bot detection has become an essential task for maintaining stable in-game ecosystem. To classify bots from normal users, detection methods are proposed in both game client and server-side. Among…

Cryptography and Security · Computer Science 2019-08-13 Kyung Ho Park , Eunjo Lee , Huy Kang Kim

In MMORPGs (Massively Multiplayer Online Role-Playing Games), abnormal players (bots) using unauthorized automated programs to carry out pre-defined behaviors systematically and repeatedly are commonly observed. Bots usually engage in these…

Machine Learning · Computer Science 2025-07-03 Hyunsoo Kim , Jun Hee Kim , Jaeman Son , Jihoon Song , Eunjo Lee

As item trading becomes more popular, users can change their game items or money into real money more easily. At the same time, hackers turn their eyes on stealing other users game items or money because it is much easier to earn money than…

Cryptography and Security · Computer Science 2017-05-02 Hana Kim , Seongil Yang , Huy Kang Kim

The game industry has long been troubled by malicious activities utilizing game bots. The game bots disturb other game players and destroy the environmental system of the games. For these reasons, the game industry put their best efforts to…

Artificial Intelligence · Computer Science 2021-01-20 Eunji Park , Kyung Ho Park , Huy Kang Kim

In Massively Multiplayer Online Role-Playing Games (MMORPGs), auto-leveling bots exploit automated programs to level up characters at scale, undermining gameplay balance and fairness. Detecting such bots is challenging, not only because…

Artificial Intelligence · Computer Science 2025-08-29 Jaeman Son , Hyunsoo Kim

Online game involves a very large number of users who are interconnected and interact with each other via the Internet. We studied the characteristics of exchanging virtual goods with real money through processes called "real money trading…

Computers and Society · Computer Science 2018-01-22 Eunjo Lee , Jiyoung Woo , Hyoungshick Kim , Huy Kang Kim

Modeling the strategic behavior of agents in a real-world multi-agent system using existing state-of-the-art computational game-theoretic tools can be a daunting task, especially when only the actions taken by the agents can be observed.…

Computer Science and Game Theory · Computer Science 2025-01-20 Boshen Wang , Luis E. Ortiz

A bot is a piece of software that is usually installed on an infected machine without the user's knowledge. A bot is controlled remotely by the attacker under a Command and Control structure. Recent statistics show that bots represent one…

Cryptography and Security · Computer Science 2010-07-05 Yousof Al-Hammadi , Uwe Aickelin

In the past few years, IRC bots, malicious programs which are remotely controlled by the attacker through IRC servers, have become a major threat to the Internet and users. These bots can be used in different malicious ways such as issuing…

Artificial Intelligence · Computer Science 2010-07-05 Yousof Al-Hammadi , Uwe Aickelin

In the context of competitive multiplayer games, collusion happens when two or more teams decide to collaborate towards a common goal, with the intention of gaining an unfair advantage from this cooperation. The task of identifying…

Machine Learning · Computer Science 2022-03-11 Laura Greige , Fernando De Mesentier Silva , Meredith Trotter , Chris Lawrence , Peter Chin , Dilip Varadarajan

The integration of bots in Distributed Ledger Technologies (DLTs) fosters efficiency and automation. However, their use is also associated with predatory trading and market manipulation, and can pose threats to system integrity. It is…

Cryptography and Security · Computer Science 2025-01-03 Thomas Niedermayer , Pietro Saggese , Bernhard Haslhofer

Competitive online games use rating systems for matchmaking; progression-based algorithms that estimate the skill level of players with interpretable ratings in terms of the outcome of the games they played. However, the overall experience…

Machine Learning · Computer Science 2022-07-04 Arman Dehpanah , Muheeb Faizan Ghori , Jonathan Gemmell , Bamshad Mobasher

The Ethereum blockchain network is a decentralized platform enabling smart contract execution and transactions of Ether (ETH) [1], its designated cryptocurrency. Ethereum is the second most popular cryptocurrency with a market cap of more…

Social and Information Networks · Computer Science 2018-10-04 Morit Zwang , Shahar Somin , Alex 'Sandy' Pentland , Yaniv Altshuler

Playing games with cheaters is not fun, and in a multi-billion-dollar video game industry with hundreds of millions of players, game developers aim to improve the security and, consequently, the user experience of their games by preventing…

Artificial Intelligence · Computer Science 2022-05-17 Anssi Kanervisto , Tomi Kinnunen , Ville Hautamäki

Social bots play a significant role in many online social networks (OSN) as they imitate human behavior. This fact raises difficult questions about their capabilities and potential risks. Given the recent advances in Generative AI (GenAI),…

Social and Information Networks · Computer Science 2024-05-06 Shaghayegh Najari , Davood Rafiee , Mostafa Salehi , Reza Farahbakhsh

In recent years, there has been a proliferation of online gambling sites, which made gambling more accessible with a consequent rise in related problems, such as addiction. Hence, the analysis of the gambling behaviour at both the…

Physics and Society · Physics 2019-07-24 Giuseppe Toscani , Andrea Tosin , Mattia Zanella

Online platforms take proactive measures to detect and address undesirable behavior, aiming to focus these resource-intensive efforts where such behavior is most prevalent. This article considers the problem of efficient sampling for…

Machine Learning · Computer Science 2025-03-28 Jacob Morrier , Rafal Kocielnik , R. Michael Alvarez

An essential topic in online social network security is how to accurately detect bot accounts and relieve their harmful impacts (e.g., misinformation, rumor, and spam) on genuine users. Based on a real-world data set, we construct…

Social and Information Networks · Computer Science 2023-04-19 Jun Wu , Xuesong Ye , Chengjie Mou

The emergence of complex life on Earth is often attributed to the arms race that ensued from a huge number of organisms all competing for finite resources. We present an artificial intelligence research environment, inspired by the human…

Multiagent Systems · Computer Science 2019-03-05 Joseph Suarez , Yilun Du , Phillip Isola , Igor Mordatch
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