neural-combinatorial-optimization | Topic

Topic: "neural-combinatorial-optimization"

ai4co/rl4co

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

Language: Python - Size: 155 MB - Last synced at: 2 months ago - Pushed at: 4 months ago - Stars: 657 - Forks: 118

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 at: 7 months ago - Pushed at: over 7 years ago - Stars: 573 - Forks: 142

ai4co/awesome-fm4co

Recent research papers about Foundation Models for Combinatorial Optimization

Size: 130 KB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 387 - Forks: 30

ai4co/reevo

[NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution

Language: Python - Size: 26.7 MB - Last synced at: 2 months ago - Pushed at: 6 months ago - Stars: 204 - Forks: 44

henry-yeh/DeepACO

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

Language: Jupyter Notebook - Size: 26.2 MB - Last synced at: 9 months ago - Pushed at: about 1 year ago - Stars: 143 - Forks: 21

ai4co/routefinder

[TMLR'25 + ICML'24 FM-Wild Oral] RouteFinder: Towards Foundation Models for Vehicle Routing Problems

Language: Python - Size: 413 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 86 - Forks: 13

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: 96.9 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 81 - Forks: 21

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 at: 9 months ago - Pushed at: 10 months ago - Stars: 79 - Forks: 11

RoyalSkye/Routing-MVMoE

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

Language: Python - Size: 379 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 70 - Forks: 6

CIAM-Group/NCO_code

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

Language: Python - Size: 442 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 68 - Forks: 16

kevin031060/RL_TSP_4static

Deep Reinforcement Learning for Multiobjective Optimization. Code for this paper

Language: Python - Size: 153 MB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 66 - Forks: 30

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 at: 11 days ago - Pushed at: 11 days ago - Stars: 57 - Forks: 9

ai4co/eph-mapf

[IROS 2024] EPH: Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding

Language: Python - Size: 36.9 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 47 - Forks: 6

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 at: over 1 year ago - Pushed at: over 1 year ago - Stars: 31 - Forks: 2

ai4co/parco

PARCO: Parallel AutoRegressive Combinatorial Optimization

Language: Python - Size: 14.9 MB - Last synced at: 2 months ago - Pushed at: 6 months ago - Stars: 26 - Forks: 2

grimmlab/gumbeldore

Official repository for the TMLR paper "Self-Improvement for Neural Combinatorial Optimization: Sample Without Replacement, but Improvement"

Language: Python - Size: 243 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 24 - Forks: 1

ai4co/camp

[AAMAS 2025 Oral] CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems

Language: Python - Size: 4.1 MB - Last synced at: 2 months ago - Pushed at: 6 months ago - Stars: 23 - Forks: 1

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 at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 22 - Forks: 10

ai4co/devformer

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

Language: Python - Size: 42.9 MB - Last synced at: 2 months ago - Pushed at: 11 months ago - Stars: 20 - Forks: 1

ai4co/real-routing-nco

[NeurIPS 2025 DiffCoALG WS] Neural Combinatorial Optimization for Real-World Routing

Language: Python - Size: 7.23 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 18 - Forks: 5

The Neural Combinatorial Optimization Library (NCOLib) is an accessible software library designed to simplify the application of neural network models and deep learning algorithms to solve combinatorial optimization problems.

Language: Python - Size: 229 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 16 - Forks: 1

ai4co/unsupervised-CO-ucom2

[ICML'24] Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More

Language: Python - Size: 23.7 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 14 - 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 at: over 1 year ago - Pushed at: over 1 year ago - Stars: 13 - Forks: 5