Optimisation & control
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- Constraint Learning by Optimizing over Trained Neural Networks: A Pragmatic Tutorial
- Autonomous Structural Discovery Of Bioprocess Dynamics And Kinetics Via LLM-Driven Agents
- Square-Root Clustered Lasso for High-Dimensional Linear Regression with Finite-Sample Theory and Efficient Algorithm Implementation
- A Unified Framework for Assortment Optimization and Matching under MNL Choice
- Initialization Stability and Convergence of Projected Langevin Dynamics
- Accelerated Push-Pull with Local Updates for Decentralized Stochastic Optimization
- Understanding Practical Optimization in Machine Learning
- Global 𝒪(k−2) Convergence of Multilevel Gradient-Regularized Newton Methods
- Adaptive Control for General Nonlinear Stochastic Systems
- Follow the Regularized Leader Does Not Converge in Constrained Optimization
- Reinforcement learning for constrained stochastic linear--quadratic control in continuous time
- GRAAL for variational inequalities revisited: sharp parameter range and adaptive step sizes
- Explicit Globally Asymptotically Stable Attitude Control with Reaction Wheel Angular Momentum and Torque Constraints
- Robust Network Enhancement: Formulations and Approximations
- Stability of Multidimensional Linear Discrete Systems
- A Discontinuous Galerkin Method for Biharmonic Dirichlet Control Problems With Patch Reconstruction
- Proximal-Linearized NEP Method for Composite Optimization with Set-Inclusion and Manifold Constraints
- On the invariance of risk-sensitive LQR gain under input randomization
- Mirror descent algorithms with logarithmic barriers
- Polyhedral Outer Approximation for MISOCP: Geometry and Progressive Integrality
- Online Multi-Level Aggregation with Maximum Delay
- Asynchronous Sensitivity-Based Distributed NMPC
- Projected McKean--Vlasov Dynamics for Entropic Weak Optimal Transport
- Generalized Wasserstein Flow Matching: Nested Couplings for Point Cloud Generation
- Cross-validated feature selection using least-squares support vector machines for binary classification