Optimization

SPADE: Signal-Aware DAG Scheduling and Dynamic Provisioning for Data Processing Clusters OSDI 2026 SparseOIT: Improving Order-Independent Transparency 3DGS via Active Set Method CVPR 2026 Stimpack: An Adaptive Rendering Optimization System for Scalable Cloud Gaming NSDI 2026 Svalinn: Overload Control in Large-Scale Servers with Multiple Resource Bottlenecks OSDI 2026 T1-PILOT: Physics-Informed Learned Optimized Trajectories for T1 Mapping Acceleration MIDL 2026 The PID Controller Strikes Back: Classical Controller Helps Mitigate Barren Plateaus in Noisy Variational Quantum Circuits L4DC 2026 Tight Bounds for Logistic Regression with Large Stepsize Gradient Descent in Low Dimension COLT 2026 Variational Graph-based Normal Integration CVPR 2026 Warm-starting active-set solvers using graph neural networks L4DC 2026 Abstraction-Based Control of Unknown Continuous-Space Models with Just Two Trajectories L4DC 2025 Accelerated Methods for Riemannian Min-Max Optimization Ensuring Bounded Geometric Penalties AISTATS 2025 Accelerated Over-Relaxation Heavy-Ball Method: Achieving Global Accelerated Convergence with Broad Generalization ICLR 2025 Active Symbolic Discovery of Ordinary Differential Equations via Phase Portrait Sketching AAAI 2025 Adaptive backtracking line search ICLR 2025 Adaptive Energy Alignment for Accelerating Test-Time Adaptation ICLR 2025 Adjusted Expected Improvement for Cumulative Regret Minimization in Noisy Bayesian Optimization JMLR 2025 ADMM for Nonconvex Optimization under Minimal Continuity Assumption ICLR 2025 ADMM for Structured Fractional Minimization ICLR 2025 A Fast Optimization View: Reformulating Single Layer Attention in LLM Based on Tensor and SVM Trick, and Solving It in Matrix Multiplication Time UAI 2025 A Hybrid Framework for Airfoil Optimization: Combining PINNs and Genetic Algorithm (Student Abstract) AAAI 2025 AI-Powered Algorithm-Centric Quantum Processor Topology Design AAAI 2025 Algorithms for ridge estimation with convergence guarantees JMLR 2025 A Linear N-Point Solver for Structure and Motion from Asynchronous Tracks ICCV 2025 Analytic DAG Constraints for Differentiable DAG Learning ICLR 2025 An Asynchronous Bundle Method for Distributed Learning Problems ICLR 2025