Attackers can pre-register resource names that LLMs predictably hallucinate, turning agentic AI assistants into unwitting consumers of malicious promptware payloads.
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2026 3representative citing papers
TrajShield is a training-free defense that reduces jailbreak success rates by 52.44% on average in text-to-video models by localizing and neutralizing risks through trajectory simulation and causal intervention.
The paper describes the architectural design of MediaClaw, a multimodal intelligent-agent platform that unifies AIGC capabilities via abstraction, plugins, and reusable Skills.
citing papers explorer
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Beware of Agentic Botnets: Scalable Untargeted Promptware Attacks via Universal and Transferable Adversarial HalluSquatting
Attackers can pre-register resource names that LLMs predictably hallucinate, turning agentic AI assistants into unwitting consumers of malicious promptware payloads.
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TrajShield: Trajectory-Level Safety Mediation for Defending Text-to-Video Models Against Jailbreak Attacks
TrajShield is a training-free defense that reduces jailbreak success rates by 52.44% on average in text-to-video models by localizing and neutralizing risks through trajectory simulation and causal intervention.
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MediaClaw: Multimodal Intelligent-Agent Platform Technical Report
The paper describes the architectural design of MediaClaw, a multimodal intelligent-agent platform that unifies AIGC capabilities via abstraction, plugins, and reusable Skills.