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Mengyuan Zhong

2 accepted papers

2026

HiFo-Prompt: Prompting with Hindsight and Foresight for LLM-based Automatic Heuristic Design

ICLR 2026poster

This paper investigates the application of Large Language Models (LLMs) in Automated Heuristic Design (AHD), where their integration into evolutionary frameworks reveals a significant gap in global control and long-term learning. We propose the Hindsight-Foresight Prompt (HiFo-Prompt), a novel frame…

Cited by 0SourcecodeScholar
2025

Learning to Insert for Constructive Neural Vehicle Routing Solver

NeurIPS 2025poster

Neural Combinatorial Optimisation (NCO) is a promising learning-based approach for solving Vehicle Routing Problems (VRPs) without extensive manual design. While existing constructive NCO methods typically follow an appending-based paradigm that sequentially adds unvisited nodes to partial solutions…

Cited by 0SourcecodeScholar