cs.NE · 2026-06-15 · No. 24
Neural and Evolutionary Computing, 2026-06-15.
1 new papers in cs.NE. Titles, authors,
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01 — The papers
1 entries-
01
MeEvo: Metacognitive Evolution Combined with Natural Evolution for Automatic Heuristic Design
Zishang Qiu, Xinan Chen, Rong Qu, Ruibin Bai
cs.NE · cs.AI
Large Language Models (LLMs) have advanced Automatic Heuristic Design (AHD) by enabling heuristic generation through reasoning and code synthesis. Existing LLM-based AHD architectures mainly follow two paradigms: Natural Evolution, which uses crossover and mutation to explore heuristic programs, and Metacognitive Evolution, which refines reasoning through reflection. However, Natural Evolution discards reasoning traces, weakening knowledge...
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