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Game of Phones: Harnessing Game Theory and LLMs in ‘Bot Wars’ to Counteract Phone Scams

Nardine Basta, Robin Carpentier, Benjamin Zhao, Dali Kaafar · 2026 · Lecture notes in computer science

DOI: 10.1007/978-3-032-37682-4_23 · cited by 0 works (OpenAlex) · open-access PDF

Chinese

电话诈骗给全球个人和金融系统带来了巨大的成本,但现有的反制措施不会给罪犯带来资源成本。 战略诈骗,其中自动代理人吸引诈骗者以消耗其操作能力,提供了一个积极的替代方案,但需要动态策略调整,而静态系统无法提供。 我们引入了一个游戏理论框架,使法学硕士能够通过背景经验学习有效的反策略,而无需精细调整。

Machine translation (Meta M2M100); the English original follows.

Abstract

Phone scams impose substantial and growing costs on individuals and financial systems worldwide, yet existing countermeasures impose no resource cost on perpetrators. Strategic scam-baiting, in which automated agents engage scammers to deplete their operational capacity, offers a proactive alternative but requires dynamic strategy adaptation that static systems cannot provide. We introduce a game-theoretic framework enabling LLMs to learn effective counter-strategies through in-context experience without fine-tuning. The framework models scammer-baiter interactions as a two-player game with em

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Topics: Computer science, Nash equilibrium, Game theory, Benchmark (surveying), Phone, Computer security

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