GitHub topics: neural-combinatorial-optimization
ai4co/awesome-fm4co
Recent research papers about Foundation Models for Combinatorial Optimization
Size: 172 KB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 305 - Forks: 20
RoyalSkye/Routing-MVMoE
[ICML 2024] "MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts"
Language: Python - Size: 379 MB - Last synced at: 4 days ago - Pushed at: 5 days ago - Stars: 70 - Forks: 6
Thinklab-SJTU/UniCO
[ICLR 2025] UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP
Language: Python - Size: 11.6 MB - Last synced at: 1 day ago - Pushed at: 4 months ago - Stars: 9 - Forks: 0
ai4co/rl4co
A PyTorch library for all things Reinforcement Learning (RL) for Combinatorial Optimization (CO)
Language: Python - Size: 155 MB - Last synced at: 12 days ago - Pushed at: about 1 month ago - Stars: 586 - Forks: 102
ai4co/camp
[AAMAS 2025 Oral] CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems
Language: Python - Size: 4.1 MB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 20 - Forks: 1
TheLeprechaun25/NCOLib
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: 184 KB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 11 - Forks: 0
ai4co/real-routing-nco
Dataset & models of RRNCO: Real-world Routing NCO
Language: Python - Size: 6.99 MB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 14 - Forks: 2
ai4co/routefinder
[ICML'24 FM-Wild Oral] RouteFinder: Towards Foundation Models for Vehicle Routing Problems
Language: Python - Size: 409 MB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 67 - Forks: 11
ai4co/reevo
[NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution
Language: Python - Size: 26.7 MB - Last synced at: 25 days ago - Pushed at: 25 days ago - Stars: 178 - Forks: 38
AJ-Correa/Unraveling-the-Rainbow
Unraveling the Rainbow: can value-based methods schedule?
Language: Java - Size: 194 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0
ai4co/parco
PARCO: Parallel AutoRegressive Combinatorial Optimization
Language: Python - Size: 14.9 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 20 - 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 at: 2 months ago - Pushed at: about 7 years ago - Stars: 573 - Forks: 142
grimmlab/step-and-reconsider Fork of grimmlab/gumbeldore
Variant of gumbeldore for the ECAI paper "Take a Step and Reconsider: Sequence Decoding for Self-Improved Neural Combinatorial Optimization"
Language: Python - Size: 355 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 8 - Forks: 0
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: 3 months ago - Pushed at: 3 months ago - Stars: 24 - Forks: 1
henry-yeh/DeepACO
[NeurIPS 2023] DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization
Language: Jupyter Notebook - Size: 26.2 MB - Last synced at: 3 months ago - Pushed at: 8 months ago - Stars: 143 - 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: 3 months ago - Pushed at: 4 months ago - Stars: 79 - Forks: 11
CIAM-Group/NCO_code
L2O/NCO codes from CIAM Group at SUSTech, Shenzhen, China
Language: Python - Size: 442 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 68 - Forks: 16
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: about 2 months ago - Pushed at: 6 months ago - Stars: 19 - Forks: 0
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: 11 months ago - Pushed at: 11 months ago - Stars: 9 - Forks: 0
ai4co/eph-mapf
[IROS'24] EPH: Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding
Language: Python - Size: 26.3 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 11 - 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: 12 months ago - Pushed at: 12 months ago - Stars: 31 - Forks: 2
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: about 1 year ago - Pushed at: about 1 year ago - Stars: 81 - Forks: 21
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: about 1 year ago - Pushed at: about 1 year ago - Stars: 40 - Forks: 8
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: about 1 year ago - Pushed at: about 1 year ago - Stars: 13 - Forks: 5
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 at: over 1 year ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 0
Bill-CJB/NHDE
Language: Python - Size: 337 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0
Bill-CJB/EMNH
Language: Python - Size: 84.9 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0
Shiqing-Liu/AJCAI2023-workshop
AJCAI2023 workshop: Machine Learning for Data-driven Optimization
Language: HTML - Size: 748 KB - Last synced at: over 1 year ago - Pushed at: over 1 year 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 at: over 1 year ago - Pushed at: almost 5 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 at: about 2 years ago - Pushed at: over 2 years 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 at: over 2 years ago - Pushed at: almost 5 years ago - Stars: 66 - Forks: 30
