IvanIsCoding / GNN-for-Combinatorial-OptimizationLinks
JAX + Flax implementation of "Combinatorial Optimization with Physics-Inspired Graph Neural Networks" by Schuetz et al.
☆60Updated 2 years ago
Alternatives and similar repositories for GNN-for-Combinatorial-Optimization
Users that are interested in GNN-for-Combinatorial-Optimization are comparing it to the libraries listed below
Sorting:
- ☆160Updated last year
- Machine Learning for Combinatorial Optimization - NeurIPS'21 competition☆137Updated 3 years ago
- Extensible Combinatorial Optimization Learning Environments☆355Updated 6 months ago
- ☆27Updated 4 years ago
- [ICLR 2023] "On Representing Mixed-Integer Linear Programs by Graph Neural Networks" by Ziang Chen, Jialin Liu, Xinshang Wang, Jianfeng L…☆53Updated 2 years ago
- Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization☆201Updated 5 years ago
- Implementation of our NeurIPS 2021 paper "A Bi-Level Framework for Learning to Solve Combinatorial Optimization on Graphs".☆101Updated 2 years ago
- [NeurIPS 2021 Spotlight] Learning to Delegate for Large-scale Vehicle Routing☆85Updated 3 years ago
- Hybrid Models for Learning to Branch (NeurIPS 2020)☆50Updated 4 years ago
- Population-Based Reinforcement Learning for Combinatorial Optimization☆81Updated last year
- Hypergraph Neural Network-Based Combinatorial Optimization☆90Updated last year
- Reinforcement learning for combinatorial optimization over directed graphs☆42Updated 2 years ago
- Code for the paper 'Learning TSP Requires Rethinking Generalization' (CP 2021)☆237Updated 4 years ago
- ☆49Updated 3 years ago
- Implementation of ECO-DQN as reported in "Exploratory Combinatorial Optimization with Reinforcement Learning".☆80Updated 5 years ago
- Reimplementation of "Exact Combinatorial Optimization with Graph Convolutional Neural Networks" (NeurIPS 2019)☆45Updated last year
- Code of NeurIPS paper: arxiv.org/abs/2302.08224☆224Updated last year
- Parameterizing Branch-and-Bound Search Trees to Learn Branching Policies (AAAI 2021)☆68Updated 4 years ago
- Official repository for the TMLR paper "Self-Improvement for Neural Combinatorial Optimization: Sample Without Replacement, but Improveme…☆27Updated 7 months ago
- [NeurIPS 2023] Learning to Configure Separators in Branch-and-Cut☆22Updated last year
- Exact Combinatorial Optimization with Graph Convolutional Neural Networks (NeurIPS 2019)☆387Updated 3 years ago
- Learning to branch with reinforcement learning using retrospective trajectories for exact combinatorial optimisation.☆34Updated 2 years ago
- COMPASS: Combinatorial Optimization with Policy Adaptation using Latent Space Search☆41Updated last year
- ☆12Updated 4 years ago
- Neural Combinatorial Optimization☆73Updated this week
- Predict and search framework for MilP☆60Updated 2 years ago
- PyTorch implementation for our NeurIPS 2023 spotlight paper "Let the Flows Tell: Solving Graph Combinatorial Optimization Problems with G…☆67Updated 2 years ago
- codes for the paper "Simulation-guided Beam Search for Neural Combinatorial Optimization"☆42Updated 3 years ago
- Code for TSP Transformer☆192Updated 4 years ago
- Framework for solving discrete optimization problems using a combination of Mixed-Integer Linear Programming (MIP) and Machine Learning (…☆175Updated last month