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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Chunguo Wu

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Book Open access Aug 2026

MSR-PP: Modular Symbolic Regression with Physics Priors for PDE Discovery

Modular Symbolic Regression with Physics Priors (MSR-PP), a knowledge-guided framework that conceptualizes one-dimensional PDEs as structured compositions of semantic modules (e.g., convection, diffusion) rather than random symbol sequences, is proposed.

Jinyang Du, Chunguo Wu, Xiao-Hu Shi et al. · 0 citations
Book Open access Aug 2026

MSR-PP: Modular Symbolic Regression with Physics Priors for PDE Discovery

Discovering governing Partial Differential Equations (PDEs) from observational data is a fundamental challenge in AI for Science. While Symbolic Regression (SR) dominates this task, existing token-level methods trigger a combinatorial explosion of search spaces, frequently yielding mathematically valid yet physically i...

Jinyang Du, Chunguo Wu, Xiaohu Shi et al. · 0 citations
Preprint Aug 2026

ReliableRAG: Combating Misinformation in Retrieval-Augmented Generation via Reliability-Guided Reasoning Chains

The proposed ReliableRAG is the first reliability-driven framework that mitigates deceptive misinformation in multi-hop QA through fine-grained evaluation of individual triples, and quantifies triple reliability by combining query-triple semantic relevance with triple credibility.

Jingjing Jiang, Xuan Wu, Wen-Hao Song et al. · 0 citations

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