6 results found Sort:

VITA-Group
Open-L2O VITA-Group
44
261
mit
8
Open-L2O: A Comprehensive and Reproducible Benchmark for Learning to Optimize Algorithms
lasso meta-learning neural-networks learning-to-learn convex-optimization learning-to-optimize nonconvex-optimization
Created 2021-01-03
49 commits to main branch, last one about a year ago
GMC-DRL
MetaBox GMC-DRL
8
53
bsd-3-clause
0
MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning (https://arxiv.org/abs/2310.08252)
benchmark-platform learning-to-optimize black-box-optimization evolutionary-algorithms protein-protein-docking deep-reinforcement-learning hyperparameter-optimization meta-black-box-optimization real-parameter-optimization
Created 2023-03-26
314 commits to main branch, last one 6 months ago
CIAM-Group
NCO_code CIAM-Group
13
49
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
126 commits to main branch, last one 3 days ago
RoyalSkye
Routing-MVMoE RoyalSkye
4
44
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 2 months ago
RoyalSkye
Omni-VRP RoyalSkye
3
40
mit
2
[ICML 2023] "Towards Omni-generalizable Neural Methods for Vehicle Routing Problems"
meta-learning generalization learning-to-optimize vehicle-routing-problem deep-reinforcement-learning travelling-salesman-problem
Created 2022-06-03
46 commits to main branch, last one about a year ago
yining043
NeuOpt yining043
2
37
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 2 months ago