| Hybrid Genetic Algorithm and Mixed Integer Linear Programming for Flying Sidekick TSP | Apr 26, 2023 | Traveling Salesman Problem | —Unverified | 0 |
| Pointerformer: Deep Reinforced Multi-Pointer Transformer for the Traveling Salesman Problem | Apr 19, 2023 | DecoderDeep Reinforcement Learning | CodeCode Available | 1 |
| Base Placement Optimization for Coverage Mobile Manipulation Tasks | Apr 17, 2023 | Traveling Salesman Problem | —Unverified | 0 |
| Solving Dynamic Traveling Salesman Problems With Deep Reinforcement Learning | Apr 1, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 2 |
| Preference-Aware Delivery Planning for Last-Mile Logistics | Mar 8, 2023 | Bayesian OptimizationTraveling Salesman Problem | CodeCode Available | 0 |
| A Hybrid Genetic Algorithm with Type-Aware Chromosomes for Traveling Salesman Problems with Drone | Mar 1, 2023 | Decision MakingTraveling Salesman Problem | —Unverified | 0 |
| ASP: Learn a Universal Neural Solver! | Mar 1, 2023 | Combinatorial OptimizationTraveling Salesman Problem | CodeCode Available | 1 |
| DIFUSCO: Graph-based Diffusion Solvers for Combinatorial Optimization | Feb 16, 2023 | Combinatorial OptimizationDenoising | CodeCode Available | 2 |
| Revisit the Algorithm Selection Problem for TSP with Spatial Information Enhanced Graph Neural Networks | Feb 8, 2023 | Graph Neural NetworkTraveling Salesman Problem | —Unverified | 0 |
| Multi-Tour Set Traveling Salesman Problem in Planning Power Transmission Line Inspection | Feb 2, 2023 | Traveling Salesman Problem | —Unverified | 0 |
| Long Short-Term Memory Neural Network for Temperature Prediction in Laser Powder Bed Additive Manufacturing | Jan 30, 2023 | Traveling Salesman Problem | —Unverified | 0 |
| Quantization-Based Optimization: Alternative Stochastic Approximation of Global Optimization | Nov 8, 2022 | global-optimizationQuantization | —Unverified | 0 |
| Travel the Same Path: A Novel TSP Solving Strategy | Oct 12, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 0 |
| DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems | Oct 8, 2022 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| How Good Is Neural Combinatorial Optimization? A Systematic Evaluation on the Traveling Salesman Problem | Sep 22, 2022 | BenchmarkingCombinatorial Optimization | —Unverified | 0 |
| Supplementing Recurrent Neural Networks with Annealing to Solve Combinatorial Optimization Problems | Jul 17, 2022 | Combinatorial OptimizationScheduling | CodeCode Available | 0 |
| Reinforced Lin-Kernighan-Helsgaun Algorithms for the Traveling Salesman Problems | Jul 8, 2022 | Combinatorial OptimizationQ-Learning | CodeCode Available | 1 |
| Analyzing the behaviour of D'WAVE quantum annealer: fine-tuning parameterization and tests with restrictive Hamiltonian formulations | Jul 1, 2022 | BenchmarkingCombinatorial Optimization | —Unverified | 0 |
| Online TSP with Predictions | Jun 30, 2022 | Traveling Salesman Problem | —Unverified | 0 |
| Neural Improvement Heuristics for Graph Combinatorial Optimization Problems | Jun 1, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 0 |
| Learning-Augmented Algorithms for Online TSP on the Line | Jun 1, 2022 | PredictionTraveling Salesman Problem | —Unverified | 0 |
| Backpropagation through Combinatorial Algorithms: Identity with Projection Works | May 30, 2022 | Density EstimationGraph Matching | CodeCode Available | 1 |
| Evolution as a Service: A Privacy-Preserving Genetic Algorithm for Combinatorial Optimization | May 27, 2022 | Combinatorial OptimizationEvolutionary Algorithms | —Unverified | 0 |
| Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization | May 26, 2022 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Word Tour: One-dimensional Word Embeddings via the Traveling Salesman Problem | May 4, 2022 | Document ClassificationTraveling Salesman Problem | CodeCode Available | 1 |
| Deep Reinforcement Learning for Orienteering Problems Based on Decomposition | Apr 25, 2022 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Energy-Sensitive Trajectory Design and Restoration Areas Allocation for UAV-Enabled Grassland Restoration | Apr 10, 2022 | Combinatorial OptimizationIncremental Learning | —Unverified | 0 |
| Distance approximation to support customer selection in vehicle routing problems | Apr 7, 2022 | regressionTraveling Salesman Problem | CodeCode Available | 0 |
| Pareto Set Learning for Neural Multi-objective Combinatorial Optimization | Mar 29, 2022 | Combinatorial OptimizationTraveling Salesman Problem | CodeCode Available | 1 |
| Improving Ant Colony Optimization Efficiency for Solving Large TSP Instances | Mar 4, 2022 | CPUTraveling Salesman Problem | CodeCode Available | 1 |
| Combining Reinforcement Learning and Optimal Transport for the Traveling Salesman Problem | Mar 2, 2022 | Combinatorial OptimizationDeep Learning | CodeCode Available | 0 |
| The First AI4TSP Competition: Learning to Solve Stochastic Routing Problems | Jan 25, 2022 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Minimax Multi-Agent Persistent Monitoring of a Network System | Jan 17, 2022 | Traveling Salesman Problem | —Unverified | 0 |
| Solving Dynamic Graph Problems with Multi-Attention Deep Reinforcement Learning | Jan 13, 2022 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| A Deep Reinforcement Learning Approach for Solving the Traveling Salesman Problem with Drone | Dec 22, 2021 | Combinatorial OptimizationComputational Efficiency | CodeCode Available | 1 |
| Enhanced Self-Organizing Map Solution for the Traveling Salesman Problem | Dec 3, 2021 | Traveling Salesman Problem | CodeCode Available | 1 |
| Reversible Action Design for Combinatorial Optimization with ReinforcementLearning | Nov 24, 2021 | Combinatorial OptimizationQ-Learning | —Unverified | 0 |
| A Game-Theoretic Approach for Improving Generalization Ability of TSP Solvers | Oct 28, 2021 | Traveling Salesman Problem | —Unverified | 0 |
| Learning Collaborative Policies to Solve NP-hard Routing Problems | Oct 26, 2021 | Deep Reinforcement LearningTraveling Salesman Problem | CodeCode Available | 1 |
| NeuroLKH: Combining Deep Learning Model with Lin-Kernighan-Helsgaun Heuristic for Solving the Traveling Salesman Problem | Oct 15, 2021 | Traveling Salesman Problem | CodeCode Available | 1 |
| Hybrid Pointer Networks for Traveling Salesman Problems Optimization | Oct 6, 2021 | Combinatorial OptimizationGraph Embedding | CodeCode Available | 1 |
| Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer | Oct 6, 2021 | Traveling Salesman Problem | CodeCode Available | 1 |
| Preference Conditioned Neural Multi-objective Combinatorial Optimization | Sep 29, 2021 | Combinatorial OptimizationTraveling Salesman Problem | —Unverified | 0 |
| Generative Adversarial Training for Neural Combinatorial Optimization Models | Sep 29, 2021 | Combinatorial OptimizationTraveling Salesman Problem | —Unverified | 0 |
| An Attention-LSTM Hybrid Model for the Coordinated Routing of Multiple Vehicles | Sep 29, 2021 | Combinatorial OptimizationComputational Efficiency | —Unverified | 0 |
| DAN: Decentralized Attention-based Neural Network for the MinMax Multiple Traveling Salesman Problem | Sep 9, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | —Unverified | 0 |
| Evolving Evolutionary Algorithms using Linear Genetic Programming | Aug 21, 2021 | BenchmarkingEvolutionary Algorithms | —Unverified | 0 |
| Computing Steiner Trees using Graph Neural Networks | Aug 18, 2021 | Graph AttentionGraph Generation | —Unverified | 0 |
| A New Constructive Heuristic driven by Machine Learning for the Traveling Salesman Problem | Aug 17, 2021 | BIG-bench Machine LearningTraveling Salesman Problem | CodeCode Available | 1 |
| Adaptive Selection of Informative Path Planning Strategies via Reinforcement Learning | Aug 14, 2021 | GPRPrediction | —Unverified | 0 |