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Fudan University

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Fudan University ↗

OpenDeception: Learning Deception and Trust in Human-AI Interaction via Multi-Agent Simulation

QuestionCan dialogue evaluation jointly characterize deceptive intent and simulated user susceptibility?

Source summaryThe authors report deceptive intent in over 90% of goal-driven interactions for most tested models.

NUWA research note · independent review pending · Contains: question / method / limits

DeceptionPropensity

AgentCyberRange: Evaluate Agent Cyberattack Capabilities in Enterprise-like Cyber Ranges

QuestionCan an agent discover an attack surface from sparse entry information and continue making decisions as access and information accumulate?

Source summaryThe introduction explicitly distinguishes vulnerability reproduction from autonomous range progression: the starting information and task structures differ (适用范围).

NUWA research note · independent review pending · Contains: question / method / limits

CybersecurityCapability