13 results found Sort:

ai4co
rl4co ai4co
84
462
mit
9
A PyTorch library for all things Reinforcement Learning (RL) for Combinatorial Optimization (CO)
tsp cvrp hydra torchrl attention benchmark scheduling tensordict attention-model pytorch-lightning operations-research reinforcement-learning vehicle-routing-problem combinatorial-optimization electronic-design-automation neural-combinatorial-optimization
Created 2023-02-23
1,524 commits to main branch, last one 26 days ago
ai4co
awesome-fm4co ai4co
13
172
mit
7
Recent research papers about Foundation Models for Combinatorial Optimization
lists awesome awesome-list machine-learning foundation-models combinatorial-optimization neural-combinatorial-optimization
Created 2024-03-07
50 commits to main branch, last one a day ago
ai4co
reevo ai4co
28
138
mit
5
[NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution
llm-agent hyper-heuristics genetic-algorithm bin-packing-problem orienteering-problem large-language-models reinforcement-learning ant-colony-optimization evolutionary-algorithms vehicle-routing-problem multiple-knapsack-problem traveling-salesman-problem electronic-design-automation automatic-algorithm-generation neural-combinatorial-optimization
Created 2023-11-20
286 commits to main branch, last one 10 days ago
henry-yeh
DeepACO henry-yeh
21
135
mit
4
[NeurIPS 2023] DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization
pytorch meta-heuristic neural-network routing-problem knapsack-problem scheduling-problem bin-packing-problem graph-neural-networks reinforcement-learning ant-colony-optimization vehicle-routing-problem combinatorial-optimization traveling-salesman-problem deep-reinforcement-learning neural-combinatorial-optimization capacitated-vehicle-routing-problem
Created 2023-02-06
120 commits to main branch, last one 2 months ago
yining043
VRP-DACT yining043
22
92
mit
2
This repo implements our paper, "Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer", which has been accepted at NeurIPS 2021.
tsp vrp transformer reinforcement-learning vehicle-routing-problem neural-combinatorial-optimization
Created 2021-10-04
51 commits to new_version branch, last one 6 months ago
henry-yeh
GLOP henry-yeh
9
75
mit
2
[AAAI 2024] GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time
transformer divide-and-conquer non-autoregressive graph-neural-networks reinforcement-learning vehicle-routing-problem deep-reinforcement-learning travelling-salesman-problem autoregressive-neural-networks neural-combinatorial-optimization capacitated-vehicle-routing-problem hierarchical-reinforcement-learning prize-collecting-travelling-salesman-problem
Created 2022-09-13
136 commits to master branch, last one about a month ago
CIAM-Group
NCO_code CIAM-Group
15
68
mit
0
L2O/NCO codes from CIAM Group at SUSTech, Shenzhen, China
ml4co rl4co learning-to-optimize combinatorial-optimization computational-intelligence multiobjective-optimization neural-combinatorial-optimization machine-learning-for-combinatorial-optimization
Created 2023-09-04
132 commits to main branch, last one 26 days ago
ai4co
routefinder ai4co
7
57
mit
2
[ICML'24 FM-Wild Oral] RouteFinder: Towards Foundation Models for Vehicle Routing Problems
ai4co rl4co transformers foundation-models vehicle-routing-problem neural-combinatorial-optimization
Created 2024-06-21
35 commits to main branch, last one 2 months ago
RoyalSkye
Routing-MVMoE RoyalSkye
6
54
mit
3
[ICML 2024] "MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts"
generalization foundation-models mixture-of-experts zero-shot-learning learning-to-optimize vehicle-routing-problem combinatorial-optimization neural-combinatorial-optimization
Created 2023-07-05
45 commits to main branch, last one 5 months ago
yining043
PDP-N2S yining043
16
53
mit
3
This repo implements our paper, "Efficient Neural Neighborhood Search for Pickup and Delivery Problems", which has been accepted as short oral at IJCAI 2022.
transformer pickup-and-delivery reinforcement-learning vehicle-routing-problem neural-combinatorial-optimization
Created 2022-04-23
24 commits to main branch, last one 2 years ago
jieyibi
AMDKD jieyibi
10
51
mit
1
The implementation code of our paper "Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation", accepted at NeurIPS2022.
tsp cvrp generalization multi-teacher-kd cross-distribution knowledge-distillation vehicle-routing-problem neural-combinatorial-optimization
Created 2022-09-26
39 commits to main branch, last one 6 months ago
yining043
NeuOpt yining043
3
39
mit
1
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.
tsp vrp k-opt transformer reward-shaping learning-to-optimize reinforcement-learning vehicle-routing-problem deep-reinforcement-learning neural-combinatorial-optimization
Created 2023-08-09
19 commits to main branch, last one 5 months ago
ai4co
eph-mapf ai4co
6
31
mit
2
[IROS 2024] EPH: Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding
mapf ai4co rl4co iros2024 pathfinding multi-agent-systems reinforcement-learning multi-agent-pathfinding combinatorial-optimization neural-combinatorial-optimization multi-agent-reinforcement-learning
Created 2024-02-28
16 commits to main branch, last one 2 months ago