SAGE: A Synthetic Graph Framework for Personalized Student Knowledge-State Modeling
Manzi Fabrice, Niyigaba, Xuyuan Liu et al.
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AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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SAGE: Mitigating Long-Horizon Reasoning Biases via Topological Guidance
Long-horizon reasoning remains a central challenge for large language models (LLMs) under sparse-reward regimes. We argue that this brittleness arises from two biases induced by complex reasoning spaces: an exploration bias, where models are drawn toward locally plausible but structurally unstable branches, and a compo...
Xin-Yue Zeng, Jia-Wei Zhang, Yu-Jun Yan et al.
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