convex optimization

Accelerated Convex Optimization via Hamiltonian Dynamics with Deterministic Integration Time COLT 2026 An accelerated proximal bundle method for convex optimization L4DC 2026 Anomaly as Non-Conformity via Training-Free Graph Laplacian Energy Minimization CVPR 2026 A Single-Loop Stochastic Proximal Quasi-Newton Method for Large-Scale Nonsmooth Convex Optimization JMLR 2026 Beyond Binary Erasure: Soft-Weighted Unlearning for Fairness and Robustness AAAI 2026 Chebyshev polynomials meet Nevanlinna-Pick interpolation: An automated procedure for algorithm synthesis L4DC 2026 Choose Wisely: Data-driven Predictive Control for Nonlinear Systems Using Online Data Selection L4DC 2026 Colonel Blotto with Battlefield Games AAAI 2026 Constrained Weighted Bayesian Bootstrap UAI 2026 Convex optimization with p-norm oracles ALT 2026 Cost-Minimized Label-Flipping Poisoning Attack to LLM Alignment AAAI 2026 Curvature-Weighted Capacity Allocation: A Minimum Description Length Framework for Layer-Adaptive Large Language Model Optimization UAI 2026 Functional Stochastic Localization COLT 2026 Geometrically Inspired Kernel Machines for Collaborative Learning Beyond Gradient Descent (Abstract Reprint) AAAI 2026 GHOST: Solving the Traveling Salesman Problem on Graphs of Convex Sets AAAI 2026 Gradient-Variation Regret Bounds for Unconstrained Online Learning COLT 2026 Group Fair Matchings Using Convex Cost Functions AAAI 2026 High-Accuracy Log-Concave Sampling with Stochastic Queries COLT 2026 S-D-RSM: Stochastic Distributed Regularized Splitting Method for Large-Scale Convex Optimization Problems AAAI 2026 Stochastic Decentralized Optimization of Non-Smooth Convex and Convex-Concave Problems over Time-Varying Networks AAAI 2026 The Power of Initial Investigation in Audit Games AAAI 2026 Topological Dynamics via Learned Hybrid Systems L4DC 2026 Towards Convexity in Anomaly Detection: A New Formulation of SSLM with Unique Optimal Solutions JMLR 2026 Vanilla SGD with Momentum Survives Heavy-Tailed Noise: Convergence Analysis without Gradient Clipping or Normalization UAI 2026 Accelerated Over-Relaxation Heavy-Ball Method: Achieving Global Accelerated Convergence with Broad Generalization ICLR 2025