ResearchBenchmarksMulti-dimensional Knapsack Problem on MKP N=100, m=5 (test)Follow23.294Objective ValueCogMCTS22.7157622.8658823.01623.16612Dec 9, 2025Evaluation ResultsMethodMethodLinksObjective ValueOptimality GapCogMCTSLLM Backbone=GPT-4o-miniLLM Backbone=GPT-4o-mini2025.1223.2940MCTS-AHDLLM Backbone=GPT-4o-miniLLM Backbone=GPT-4o-mini2025.1223.2690.11ReEvoLLM Backbone=GPT-4o-miniLLM Backbone=GPT-4o-mini2025.1223.2450.21EoHLLM Backbone=GPT-4o-miniLLM Backbone=GPT-4o-mini2025.1223.1390.67DeepACO2025.1223.0930.86ACO2025.1222.7382.39