omargup / neural_combinatorial_optimization
A peper list for machine learning models solving combinatorial problems, NP-hard problems and problems in graphs.
☆13Updated 4 years ago
Related projects: ⓘ
- ☆35Updated 4 years ago
- Code repo for ICML'23 Searching Large Neighborhoods for Integer Linear Programs with Contrastive Learning☆34Updated last year
- ☆16Updated 6 years ago
- Implementation of our NeurIPS 2021 paper "A Bi-Level Framework for Learning to Solve Combinatorial Optimization on Graphs".☆93Updated last year
- Code repository for the corresponding paper "Learning to Control Local Search for Combinatorial Optimization"☆17Updated 6 months ago
- ☆20Updated 3 years ago
- Attention based model for learning to solve different routing problems☆36Updated 2 years ago
- ☆37Updated last month
- Efficient Active Search☆46Updated 2 years ago
- Hierarchical deep reinforcement learning for combinatorial optimization problem☆33Updated 4 years ago
- Hybrid Pointer Networks for Traveling Salesman Problems Optimization☆26Updated last year
- ☆19Updated 2 years ago
- ☆29Updated 2 years ago
- Official implementation of H-TSP (AAAI2023)☆33Updated 3 months ago
- This repo implements our paper, "Efficient Neural Neighborhood Search for Pickup and Delivery Problems", which has been accepted as short…☆52Updated last year
- Learning 2-opt Heuristics for the TSP via Deep Reinforcement Learning☆45Updated 3 years ago
- ☆29Updated 10 months ago
- Deep Reinforced Multi-Pointer Transformer forthe Traveling Salesman Problem☆27Updated 2 years ago
- Learning a Latent Search Space for Routing Problems using Variational Autoencoders☆25Updated 3 years ago
- Population-Based Reinforcement Learning for Combinatorial Optimization☆64Updated 7 months ago
- This is the source code for solving the Traveling Salesman Problems (TSP) using Monte Carlo tree search (MCTS).☆28Updated 4 years ago
- Dynamic Partial Removal: a Neural Network Heuristic for Large Neighborhood Search on Combinatorial Optimization Problems, by applying dee…☆18Updated 4 years ago
- ☆23Updated 2 years ago
- Swarm learning algorithm☆11Updated 3 years ago
- Reinforcement learning for operation research problems with OpenAI Gym and CleanRL☆72Updated last year
- ☆37Updated 2 years ago
- Graph Neural Network architecture to solve the decision version of the graph coloring problem (GCP)☆25Updated 4 years ago
- [NeurIPS 2023] Learning to Configure Separators in Branch-and-Cut☆15Updated 6 months ago
- Paper collection of reinforcement learning based combinatorial optimization☆44Updated 3 years ago
- ☆38Updated 2 months ago