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Xin-Lei Cao

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Open access Sep 2026

EBRB–LLM Hybrid Architectures for Trustworthy Agentic AI: Vision, Opportunities, and Challenges

This position paper argues that EBRB could serve as a core safety and reasoning governor within LLM-based agentic pipelines, yielding hybrid systems to better align agentic AI systems with emerging regulatory and ethical requirements for Trustworthy AI (TAI) in high-risk settings.

Jun Liu, Chris D. Nugent, De-Hu Yu et al. · 0 citations
Jul 2026

Offline-Online Curriculum RL for Multimodal Reasoning

This work proposes $O^2-CritiCuRL, a novel curriculum reinforcement learning framework that introduces critical-step awareness through an iterative offline-online paradigm, and employs a progressive step-level reinforcement learning strategy, where truncated chains guide the model to infer missing steps and refine its...

Wendi Deng, Hang Du, Guoshun Nan et al. · 0 citations

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