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Author

Ya-Nan Sun

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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
Book Open access Jul 2026

When Fitness Is Cheap: Pareto-Based Evolutionary Optimisation for Lightweight Neural Architectures

SWAP-Lite is proposed, a Pareto-guided evolutionary algorithm that maintains an explicit archive of non-dominated solutions over representational capacity and deployment cost, yielding an anytime optimiser that exposes budget-feasible solutions throughout the search.

Jingyue Cong, Kai Wei, Yameng Peng et al. · 0 citations

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