Continuous Optimization

A Catalyst Framework for the Quantum Linear System Problem via the Proximal Point Algorithm AAAI 2026 Accelerated Convex Optimization via Hamiltonian Dynamics with Deterministic Integration Time COLT 2026 A Novel Sliced Fused Gromov-Wasserstein Distance AAAI 2026 Area-Optimal Control Strategies for Heterogeneous Multi-Agent Pursuit AAAI 2026 A Scalable and Exact Relaxation for Densest k-Subgraph via Error Bounds AAAI 2026 BiO-HMC: Dynamic Human-Machine Collaboration for Consensus Decision-Making via Bilevel Optimization AAAI 2026 DAG Learning from Zero-Inflated Count Data Using Continuous Optimization CLeaR 2026 Differentiable Sparse Identification of Lagrangian Dynamics AAAI 2026 Differentiable Stroke Planning with Dual Parameterization for Efficient and High-Fidelity Painting Creation CVPR 2026 Differentially Private Linear Programming: Reduced Sub-Optimality and Guaranteed Constraint Satisfaction AAAI 2026 Distributionally Robust Regret Optimal Control Under Moment-Based Ambiguity Sets L4DC 2026 ECPv2: Fast, Efficient, and Scalable Global Optimization of Lipschitz Functions AAAI 2026 Function-on-Function Bayesian Optimization AAAI 2026 Global Focal and Radial Distortion Averaging from Radial Fundamental Matrices for Robust Self-Calibration WACV 2026 Group Fair Matchings Using Convex Cost Functions AAAI 2026 Improved Fully Dynamic Submodular Maximization Under Matroid Constraints AAAI 2026 Intraoperative 2D/3D Registration via Spherical Similarity Learning and Differentiable Levenberg-Marquardt Optimization WACV 2026 Learning Stable Digraphs from Sparse-Input Linear Structural Causal Models UAI 2026 Lightweight Optimal-Transport Harmonization on Edge Devices AAAI 2026 Multi-Objective Bilevel Learning AAAI 2026 Nanoporous Materials Discovery via Search Bias-Guided Surrogate Modeling AAAI 2026 On the Gradient Complexity of Private Optimization with Private Oracles COLT 2026 Optimizing Ride-Pooling Operations with Extended Pickup and Drop-Off Flexibility AAAI 2026 Picking a Representative Set of Solutions in Multiobjective Optimization: Axioms, Algorithms, and Experiments AAAI 2026 Positive Definite Sparse Covariance Estimation via Dual Space Optimization AAAI 2026