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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

Mengjie Zhang

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Sep 2026

Differentiable Genetic Programming for High-dimensional Symbolic Regression.

DGP proposes a differentiable symbolic tree that relaxes the discrete structure of GP trees to a continuous representation, thus allowing for efficient gradient based optimization, and designs a sampling strategy that ensures structural validity and introduces a di versification mechanism to escape local optima and enh...

Xiao-Tian Song, Peng Zeng, Andrew Lensen et al. · 0 citations
Jul 2026

Benchmarking Zero-Shot LLM-Generated Parent Selection in Genetic Programming for Symbolic Regression

Analysis shows that many generated operators use semantics to guide selection, suggesting that LLMs can produce non-trivial search heuristics from the task description alone, and the relationship between public LLM leaderboard rankings and GP performance is examined.

Hengzhe Zhang, Qi Chen, Bing Xue et al. · 1 citation

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