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Author

Bing Xue

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Sep 2026

Fitness Landscape Compression for Genetic Programming

Searching for programs by genetic programming has been successfully applied to many areas. However, the vast and rugged fitness landscape of searching programs often limits the further improvement of genetic programming. It takes a significant amount of time for genetic programming to traverse the huge search space and...

Zhi-Xing Huang, Bing Xue, Yi Mei et al. · 0 citations
Sep 2026

Preference-Driven Surrogate-Assisted Evolutionary Multiobjective Feature Selection.

Enhancing the classification performance is more challenging than reducing the number of features in multiobjective feature selection. Such imbalance might lead the population to converge to a region on the Pareto front with a small number of features. Meanwhile, increasing the classification performance is time consum...

Zhen-Shou Song, Han-Ding Wang, Bing Xue 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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