2 papers
cs.NE2026
MeEvo: Metacognitive Evolution Combined with Natural Evolution for Automatic Heuristic Design
Zishang Qiu, Xinan Chen, Rong Qu +1
Large Language Models (LLMs) have advanced Automatic Heuristic Design (AHD) by enabling heuristic generation through reasoning and code synthesis. In LLM-based AHD, the LLM reasons…
cs.AI2025
MeLA: A Metacognitive LLM-Driven Architecture for Automatic Heuristic Design
Zishang Qiu, Xinan Chen, Long Chen +1
This paper introduces MeLA, a Metacognitive LLM-Driven Architecture that presents a new paradigm for Automatic Heuristic Design (AHD). Traditional evolutionary methods operate dire…