How Multimodal Integration Boost the Performance of LLM for
Optimization: Case Study on Capacitated Vehicle Routing Problems

How Multimodal Integration Boost the Performance of LLM for Optimization: Case Study on Capacitated Vehicle Routing Problems

4 March 2024

Yuxiao Huang

Liang Feng

Papers citing "How Multimodal Integration Boost the Performance of LLM for Optimization: Case Study on Capacitated Vehicle Routing Problems"

9 / 9 papers shown

Title
Visual Evolutionary Optimization on Combinatorial Problems with Multimodal Large Language Models: A Case Study of Influence Maximization Jie Zhao K. H. Cheong OffRL 24 0 0 11 May 2025
A Review of Multimodal Explainable Artificial Intelligence: Past, Present and Future Shilin Sun Wenbin An Feng Tian Fang Nan Qidong Liu J. Liu N. Shah Ping Chen 83 2 0 18 Dec 2024
Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges Mohammed Elhenawy Ahmad Abutahoun Taqwa I. Alhadidi Ahmed Jaber Huthaifa I. Ashqar Shadi Jaradat Ahmed Abdelhay Sébastien Glaser A. Rakotonirainy LLMAG LRM 26 12 0 26 Jun 2024
Eyeballing Combinatorial Problems: A Case Study of Using Multimodal Large Language Models to Solve Traveling Salesman Problems Mohammed Elhenawy Ahmed Abdelhay Taqwa I. Alhadidi Huthaifa I. Ashqar Shadi Jaradat Ahmed Jaber Sébastien Glaser A. Rakotonirainy 29 4 0 11 Jun 2024
Large Language Model-Aided Evolutionary Search for Constrained Multiobjective Optimization Zeyi Wang Songbai Liu Jianyong Chen Kay Chen Tan 35 8 0 09 May 2024
Exploring the True Potential: Evaluating the Black-box Optimization Capability of Large Language Models Beichen Huang Xingyu Wu Yu Zhou Jibin Wu Liang Feng Ran Cheng Kay Chen Tan 50 12 0 09 Apr 2024
Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap Xingyu Wu Sheng-hao Wu Jibin Wu Liang Feng Kay Chen Tan ELM 34 57 0 18 Jan 2024
ChatGPT for Shaping the Future of Dentistry: The Potential of Multi-Modal Large Language Model Hanyao Huang Ou Zheng Dongdong Wang Jiayi Yin Zijin Wang ... H. Yin Chuan Xu Renjie Yang Q. Zheng B. Shi MedIm AI4MH AI4CE LM&MA 55 168 0 23 Mar 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 218 2,232 0 22 Mar 2023