AI News · 2026-11-02

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WorldBridge: Bridging Video and Action for Task Generalization in World Action Models

arXiv cs.RO ·

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Achieving the broad task generalization of embodied models in physical environments remains a central challenge in robot learning. We study this challenge in World Action Models…

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PersonaChatBench: Evaluating Chat Assistants with Diverse Simulated Users

arXiv cs.CL ·

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Conversational assistants are expected to help people with diverse backgrounds, preferences, and communication styles. Yet evaluations centered on a single cooperative user prov…

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META-Robot: Self-Cognition and Capability Scaling in Agentic Robots

arXiv cs.RO ·

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LLM-based robotic agent systems can generate programs for robot control, yet their generalization to new tasks often depends on elaborate scaffolding. Expanding their skill repe…

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A Survey on Long-Term Memory Security in LLM Agents: Attacks, Defenses, and Governance Across the Memory Lifecycle

arXiv cs.CL ·

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The emergence of writable, cross-session persistent memory in LLM agents introduces a qualitatively different threat landscape from conventional input-centric security concerns,…

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