ai4co/awesome-fm4co

Recent research papers about Foundation Models for Combinatorial Optimization

Size: 29.3 KB - Last synced: 4 days ago - Pushed: 5 days ago - Stars: 56 - Forks: 7

jieyibi/AMDKD

The implementation code of our paper "Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation", accepted at NeurIPS2022.

Language: Python - Size: 174 MB - Last synced: 6 days ago - Pushed: 6 days ago - Stars: 40 - Forks: 8

ai4co/rl4co

A PyTorch library for all things Reinforcement Learning (RL) for Combinatorial Optimization (CO)

Language: Python - Size: 51.5 MB - Last synced: 11 days ago - Pushed: 11 days ago - Stars: 274 - Forks: 54

ai4co/LLM-as-HH

ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution

Language: Python - Size: 23.1 MB - Last synced: 13 days ago - Pushed: 13 days ago - Stars: 57 - Forks: 13

CIAM-Group/NCO_code

L2O/NCO codes from CIAM Group at SUSTech, Shenzhen, China

Language: Python - Size: 436 MB - Last synced: 18 days ago - Pushed: 18 days ago - Stars: 35 - Forks: 9

RoyalSkye/Routing-MVMoE

[ICML 2024] "MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts"

Language: Python - Size: 374 MB - Last synced: 18 days ago - Pushed: 18 days ago - Stars: 19 - Forks: 0

gaocrr/ELG

Official implementation of IJCAI'24 paper "Towards Generalizable Neural Solvers for Vehicle Routing Problems via Ensemble with Transferrable Local Policy"

Language: Python - Size: 108 MB - Last synced: 18 days ago - Pushed: 19 days ago - Stars: 13 - Forks: 5

henry-yeh/GLOP

[AAAI 2024] GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time

Language: Python - Size: 1.21 MB - Last synced: 24 days ago - Pushed: 24 days ago - Stars: 41 - Forks: 4

kaist-silab/devformer

[ICML 2023] Official code for "DevFormer: A Symmetric Transformer for Context-Aware Device Placement"

Language: Python - Size: 42.9 MB - Last synced: 28 days ago - Pushed: 9 months ago - Stars: 16 - Forks: 0

pemami4911/neural-combinatorial-rl-pytorch

PyTorch implementation of Neural Combinatorial Optimization with Reinforcement Learning https://arxiv.org/abs/1611.09940

Language: Python - Size: 340 KB - Last synced: about 1 month ago - Pushed: about 6 years ago - Stars: 528 - Forks: 139

henry-yeh/DeepACO

[NeurIPS 2023] DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization

Language: Jupyter Notebook - Size: 26.2 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 86 - Forks: 13

ai4co/eph-mapf

EPH: Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding

Language: Python - Size: 26.3 MB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 5 - Forks: 1

ebrahimpichka/QAP-RL

Unofficial implemnetation of "Solving Quadratic Assignemt Problem using Deep Reinforcement Learning" (https://arxiv.org/abs/2310.01604)

Language: Python - Size: 26.4 KB - Last synced: 4 months ago - Pushed: 5 months ago - Stars: 4 - Forks: 0

yining043/NeuOpt

This repo implements our paper, "Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt", which has been accepted at NeurIPS 2023.

Language: Jupyter Notebook - Size: 132 MB - Last synced: 7 months ago - Pushed: 7 months ago - Stars: 8 - Forks: 0

Bill-CJB/NHDE

Language: Python - Size: 337 MB - Last synced: 7 months ago - Pushed: 7 months ago - Stars: 2 - Forks: 0

Bill-CJB/EMNH

Language: Python - Size: 84.9 MB - Last synced: 7 months ago - Pushed: 7 months ago - Stars: 0 - Forks: 0

Shiqing-Liu/AJCAI2023-workshop

AJCAI2023 workshop: Machine Learning for Data-driven Optimization

Language: HTML - Size: 748 KB - Last synced: 6 months ago - Pushed: 6 months ago - Stars: 0 - Forks: 0

omargup/neural_combinatorial_optimization

A peper list for machine learning models solving combinatorial problems, NP-hard problems and problems in graphs.

Size: 90.8 KB - Last synced: 9 months ago - Pushed: almost 4 years ago - Stars: 11 - Forks: 4

yining043/PDP-N2S

This repo implements our paper, "Efficient Neural Neighborhood Search for Pickup and Delivery Problems", which has been accepted as short oral at IJCAI 2022.

Language: Python - Size: 78.7 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 22 - Forks: 10

kevin031060/RL_TSP_4static

Deep Reinforcement Learning for Multiobjective Optimization. Code for this paper

Language: Python - Size: 153 MB - Last synced: over 1 year ago - Pushed: almost 4 years ago - Stars: 66 - Forks: 30

yining043/VRP-DACT

This repo implements our paper, "Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer", which has been accepted at NeurIPS 2021.

Language: Jupyter Notebook - Size: 96.8 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 50 - Forks: 13