Latest Research in Machine Learning

21 research papers · 2026 median publication year

Top Research Topics in Machine Learning

Highest-Cited Papers

  1. Reinforcement learning for initializing genetic algorithms in vehicle routing
  2. A Metaheuristic Optimization Framework for Discrete Optimization under Strict Time Limits
  3. Endogenous FIFO-Batch Control for Dynamic Yard-to-Ferry Loading: A Deterministic Two-Stage Receding-Horizon Rollout
  4. Planning or Learning: Reliability and Cost in Multi-Asset Maintenance
  5. Optimal Solutions for the Moving Target Vehicle Routing Problem with Obstacles via Lazy Branch-and-Price
  6. Scaling Chance-Constrained Correlated Equilibrium Computation for Exclusive Resource-Assignment Games
  7. Random‐key optimization for 2D irregular packing with reusable area evaluation
  8. Finite Pinwheel Covering
  9. Robust optimized certainty equivalents and quantiles for loss positions with distribution uncertainty
  10. OR-Transformer: Scaling Real-Time Decision-Making to 1,000 Items
  11. Data-Driven Distributionally Robust Optimization for Elective Operating Room Allocation Under Moment-Based Ambiguity Sets: Exact Reformulations and a Column Generation Approach
  12. GeoPAR: Large-Scale Multi-Agent Combinatorial Optimization with Geometry-Guided Parallel Autoregressive Learning
  13. An application of multi-armed bandit learning on a multi-agent framework for metaheuristics
  14. Graph Traversal in the Presence of an Adversary
  15. Trajectory-Initialized Neural Double Q-Routing for Large-Scale Overhead Hoist Transport Systems
  16. A Parametrized Complexity View on Robust Scheduling with Budgeted Uncertainty
  17. HRC: A Hybrid Reconstruction Framework for Neural Combinatorial Optimization Solvers
  18. AI-Driven Reliable SFC Deployment: Challenges, Opportunities, and Perspectives
  19. Intelligent scheduling approach for steelmaking-continuous casting interface using on improved Q-learning
  20. Pivot-and-Station Multi-Agent Path Finding: Solvability, Complexity, and Algorithms
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L3 Region - - 2026 Sep Q3

Machine Learning

21 papers

Top Topics (10)

Vehicle Routing Optimization Methods3
Machine Learning3
Artificial Intelligence2
Neural and Evolutionary Computing1
Maritime Ports and Logistics1
Robotics1
Computer Science and Game Theory1
Optimization and Packing Problems1
Data Structures and Algorithms1
Risk Management1

Top Publications (20)

1.Reinforcement learning for initializing genetic algorithms in vehicle routing2.A Metaheuristic Optimization Framework for Discrete Optimization under Strict Time Limits3.Endogenous FIFO-Batch Control for Dynamic Yard-to-Ferry Loading: A Deterministic Two-Stage Receding-Horizon Rollout4.Planning or Learning: Reliability and Cost in Multi-Asset Maintenance5.Optimal Solutions for the Moving Target Vehicle Routing Problem with Obstacles via Lazy Branch-and-Price6.Scaling Chance-Constrained Correlated Equilibrium Computation for Exclusive Resource-Assignment Games7.Random‐key optimization for 2D irregular packing with reusable area evaluation8.Finite Pinwheel Covering9.Robust optimized certainty equivalents and quantiles for loss positions with distribution uncertainty10.OR-Transformer: Scaling Real-Time Decision-Making to 1,000 Items11.Data-Driven Distributionally Robust Optimization for Elective Operating Room Allocation Under Moment-Based Ambiguity Sets: Exact Reformulations and a Column Generation Approach12.GeoPAR: Large-Scale Multi-Agent Combinatorial Optimization with Geometry-Guided Parallel Autoregressive Learning13.An application of multi-armed bandit learning on a multi-agent framework for metaheuristics14.Graph Traversal in the Presence of an Adversary15.Trajectory-Initialized Neural Double Q-Routing for Large-Scale Overhead Hoist Transport Systems16.A Parametrized Complexity View on Robust Scheduling with Budgeted Uncertainty17.HRC: A Hybrid Reconstruction Framework for Neural Combinatorial Optimization Solvers18.AI-Driven Reliable SFC Deployment: Challenges, Opportunities, and Perspectives19.Intelligent scheduling approach for steelmaking-continuous casting interface using on improved Q-learning20.Pivot-and-Station Multi-Agent Path Finding: Solvability, Complexity, and Algorithms
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