Visual Reasoning and Multi-Agent Approach in Multimodal Large Language
Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges

Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges

26 June 2024

Mohammed Elhenawy

Ahmad Abutahoun

Taqwa I. Alhadidi

Huthaifa I. Ashqar

Sébastien Glaser

A. Rakotonirainy

Papers citing "Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges"

14 / 14 papers shown

Title
Multimodal Large Language Models for Enhanced Traffic Safety: A Comprehensive Review and Future Trends M. Tami Mohammed Elhenawy Huthaifa I. Ashqar 16 0 0 21 Apr 2025
MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems Felix Chen Hangjie Yuan Yunqiu Xu Tao Feng Jun Cen Pengwei Liu Zeying Huang Yi Yang LRM 40 1 0 19 Mar 2025
Enhancing Collective Intelligence in Large Language Models Through Emotional Integration Likith Kadiyala Ramteja Sajja Y. Sermet Ibrahim Demir 48 0 0 05 Mar 2025
HazardNet: A Small-Scale Vision Language Model for Real-Time Traffic Safety Detection at Edge Devices M. Tami Mohammed Elhenawy Huthaifa I. Ashqar 36 0 0 27 Feb 2025
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Sari Masri Huthaifa I. Ashqar Mohammed Elhenawy LRM 25 6 0 16 Nov 2024
FinVision: A Multi-Agent Framework for Stock Market Prediction Sorouralsadat Fatemi Yuheng Hu AIFin 14 4 0 29 Oct 2024
Advancing Object Detection in Transportation with Multimodal Large Language Models (MLLMs): A Comprehensive Review and Empirical Testing Huthaifa I. Ashqar Ahmed Jaber Taqwa I. Alhadidi Mohammed Elhenawy 26 7 0 26 Sep 2024
The Use of Multimodal Large Language Models to Detect Objects from Thermal Images: Transportation Applications Huthaifa I. Ashqar Taqwa I. Alhadidi Mohammed Elhenawy Nour O. Khanfar 23 4 0 20 Jun 2024
Using Multimodal Large Language Models for Automated Detection of Traffic Safety Critical Events M. Tami Huthaifa I. Ashqar Mohammed Elhenawy 34 3 0 19 Jun 2024
Object Detection using Oriented Window Learning Vi-sion Transformer: Roadway Assets Recognition Taqwa I. Alhadidi Ahmed Jaber Shadi Jaradat Huthaifa I. Ashqar Mohammed Elhenawy 19 5 0 15 Jun 2024
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
Multi-Vehicle Routing Problems with Soft Time Windows: A Multi-Agent Reinforcement Learning Approach Kecheng Zhang Meng Li Zhengchao Zhang Xi Lin Fang He 55 116 0 13 Feb 2020