Latest Research in Stochastic Predictive Control

105 research papers · 2026 median publication year

Top Research Topics in Stochastic Predictive Control

Highest-Cited Papers

  1. Confidence-weighted hybrid predictive and feedback control with quasi-Bayesian fusion for safety-aware and robust trajectory tracking of autonomous vehicles
  2. Stochastic Zulfia Invexity in Mathematical Programming
  3. First-Order Methods for Wasserstein Distributionally Robust Constrained Optimization
  4. Integrality gap preserving reductions
  5. Distributed Model Predictive Control with Connectivity-based Contracts
  6. Sufficient Decision Proxies for Decision-Focused Learning
  7. Feeling Terrain Before Crossing: World Models for Off-Road Navigation
  8. CoRe-MARL: Cooperative Redistribution Under Unknown Dynamics Using Recurrent Multi-Agent Reinforcement Learning
  9. The Influence of α and β Parameters on Ant Colony Optimization for the Traveling Salesman Problem
  10. The Influence of α and β Parameters on Ant Colony Optimization for the Traveling Salesman Problem
  11. The Statistical Steering Theorem
  12. Sample average approximation of multiobjective stochastic optimization problems with application in insurance
  13. Social Laws for Multi-agent Coordination in Stochastic Environments
  14. TRACER: Adaptive Multi-Robot Social Navigation via Joint Human-Response Prediction and Interaction-Aware Replanning
  15. Statistical Inference for Scenario-Based Dynamic Optimization under Uncertainty
  16. Task-Oriented Active Learning of Residual Dynamics for Model Predictive Path Integral Control
  17. Learning Safe Humanoid Navigation from Reduced Order Models
  18. SemSafe-3DGS: Semantic Risk-Aware Active Navigation in Uncertain 3D Gaussian Splatting Maps
  19. Gaussian Processes for Modelling Spatial Fields with Robot Swarms
  20. Learning generalized Nash equilibria from pairwise preferences

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L2 Region - - 2026 Sep Q3

Stochastic Predictive Control

105 papers

Top Topics (10)

Optimization and Control33
Robotics14
Systems and Control5
Computer Vision and Pattern Recognition5
Machine Learning4
Artificial Intelligence3
Optimization and Variational Analysis3
Risk and Portfolio Optimization2
Metaheuristic Optimization Algorithms Research2
Multiagent Systems2

Top Publications (20)

1.Confidence-weighted hybrid predictive and feedback control with quasi-Bayesian fusion for safety-aware and robust trajectory tracking of autonomous vehicles2.Stochastic Zulfia Invexity in Mathematical Programming3.First-Order Methods for Wasserstein Distributionally Robust Constrained Optimization4.Integrality gap preserving reductions5.Distributed Model Predictive Control with Connectivity-based Contracts6.Sufficient Decision Proxies for Decision-Focused Learning7.Feeling Terrain Before Crossing: World Models for Off-Road Navigation8.CoRe-MARL: Cooperative Redistribution Under Unknown Dynamics Using Recurrent Multi-Agent Reinforcement Learning9.The Influence of α and β Parameters on Ant Colony Optimization for the Traveling Salesman Problem10.The Influence of α and β Parameters on Ant Colony Optimization for the Traveling Salesman Problem11.The Statistical Steering Theorem12.Sample average approximation of multiobjective stochastic optimization problems with application in insurance13.Social Laws for Multi-agent Coordination in Stochastic Environments14.TRACER: Adaptive Multi-Robot Social Navigation via Joint Human-Response Prediction and Interaction-Aware Replanning15.Statistical Inference for Scenario-Based Dynamic Optimization under Uncertainty16.Task-Oriented Active Learning of Residual Dynamics for Model Predictive Path Integral Control17.Learning Safe Humanoid Navigation from Reduced Order Models18.SemSafe-3DGS: Semantic Risk-Aware Active Navigation in Uncertain 3D Gaussian Splatting Maps19.Gaussian Processes for Modelling Spatial Fields with Robot Swarms20.Learning generalized Nash equilibria from pairwise preferences

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