FingFormer: Contrastive Graph-based Finger Operation Transformer for Unsupervised Mobile Game Bot Detection

Author:

Li Wenbin1,Chu Xiaokai1,Su Yueyang1,Yao Di2,Zhao Shiwei3,Wu Runze3,Zhang Shize3,Tao Jianrong3,Deng Hao3,Bi Jingping2

Affiliation:

1. Institute of Computing Technology, Chinese Academy of Sciences, China and University of Chinese Academy of Sciences, China

2. Institute of Computing Technology, Chinese Academy of Sciences, China

3. NetEase Fuxi AI Lab, China

Funder

National Natural Science Foundation of China

Publisher

ACM

Reference35 articles.

1. A time series classification approach to game bot detection

2. Tom  B. Brown , Benjamin Mann , Nick Ryder , Melanie Subbiah , Jared Kaplan , Prafulla Dhariwal , Arvind Neelakantan , Pranav Shyam , Girish Sastry , Amanda Askell , Sandhini Agarwal , Ariel Herbert-Voss , Gretchen Krueger , Tom Henighan , Rewon Child , Aditya Ramesh , Daniel  M. Ziegler , Jeffrey Wu , Clemens Winter , Christopher Hesse , Mark Chen , Eric Sigler , Mateusz Litwin , Scott Gray , Benjamin Chess , Jack Clark , Christopher Berner , Sam McCandlish , Alec Radford , Ilya Sutskever , and Dario Amodei . 2020 . Language Models are Few-Shot Learners . In Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020 , NeurIPS 2020, December 6-12, 2020, virtual. Tom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel M. Ziegler, Jeffrey Wu, Clemens Winter, Christopher Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, and Dario Amodei. 2020. Language Models are Few-Shot Learners. In Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020, December 6-12, 2020, virtual.

3. Nicolas Carion , Francisco Massa , Gabriel Synnaeve , Nicolas Usunier , Alexander Kirillov , and Sergey Zagoruyko . 2020 . End-to-End Object Detection with Transformers. In Computer Vision - ECCV 2020 - 16th European Conference, Glasgow , UK , August 23-28, 2020, Proceedings, Part I, Vol. 12346. 213–229. Nicolas Carion, Francisco Massa, Gabriel Synnaeve, Nicolas Usunier, Alexander Kirillov, and Sergey Zagoruyko. 2020. End-to-End Object Detection with Transformers. In Computer Vision - ECCV 2020 - 16th European Conference, Glasgow, UK, August 23-28, 2020, Proceedings, Part I, Vol. 12346. 213–229.

4. Kuan-Ta Chen , Jhih-Wei Jiang , Polly Huang , Hao-Hua Chu , Chin-Laung Lei , and Wen-Chin Chen . 2009. Identifying MMORPG Bots: A Traffic Analysis Approach. EURASIP J. Adv. Signal Process. 2009 ( 2009 ). Kuan-Ta Chen, Jhih-Wei Jiang, Polly Huang, Hao-Hua Chu, Chin-Laung Lei, and Wen-Chin Chen. 2009. Identifying MMORPG Bots: A Traffic Analysis Approach. EURASIP J. Adv. Signal Process. 2009 (2009).

5. Kuan-Ta Chen , Andrew Liao , Hsing- Kuo Kenneth Pao , and Hao-Hua Chu . 2008 . Game Bot Detection Based on Avatar Trajectory. In Entertainment Computing - ICEC 2008 , 7th International Conference , Pittsburgh, PA, USA , September 25-27, 2008. Proceedings(Lecture Notes in Computer Science, Vol. 5309). 94–105. Kuan-Ta Chen, Andrew Liao, Hsing-Kuo Kenneth Pao, and Hao-Hua Chu. 2008. Game Bot Detection Based on Avatar Trajectory. In Entertainment Computing - ICEC 2008, 7th International Conference, Pittsburgh, PA, USA, September 25-27, 2008. Proceedings(Lecture Notes in Computer Science, Vol. 5309). 94–105.

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