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New research models LLM semantic signaling games and deception

By PulseAugur Editorial · [2 sources] ·

This paper introduces a semantic signaling game to analyze how large language models (LLMs) mediate strategic interactions and deception. It models receiver awareness as a type that influences perception, formalizing "systematic blindness" and connecting prompt control with game-theoretic analysis. The research also proposes mechanism design approaches to reshape receiver awareness and penalize deceptive controls, aiming to reduce phishing attacks and enhance secure human-AI communication. AI

IMPACT Provides a theoretical framework for understanding and mitigating deception in LLM-mediated strategic interactions.

RANK_REASON The cluster contains an academic paper detailing a new theoretical framework and analysis of LLM interactions.

Read on arXiv cs.MA (Multiagent) →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New research models LLM semantic signaling games and deception

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The cluster contains an academic paper detailing a new theoretical framework and analysis of LLM interactions.
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paper, safety
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High
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59 days old
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COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Quanyan Zhu ·

    LLM Semantic Signaling Game and Mechanism Design: Systematic Blindness, Awareness Shaping, and Mindset Dynamics

    arXiv:2606.29113v1 Announce Type: cross Abstract: Large language models (LLMs) increasingly mediate strategic interactions through natural language, making semantic control a critical element of communication and deception. This paper develops a semantic signaling game in which a…

  2. arXiv cs.MA (Multiagent) TIER_1 English(EN) · Quanyan Zhu ·

    LLM Semantic Signaling Game and Mechanism Design: Systematic Blindness, Awareness Shaping, and Mindset Dynamics

    Large language models (LLMs) increasingly mediate strategic interactions through natural language, making semantic control a critical element of communication and deception. This paper develops a semantic signaling game in which a sender selects a semantic control, an LLM generat…

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