non-convex optimization

Correlated Quantization for Faster Nonconvex Distributed Optimization UAI 2025 Cubic regularized subspace Newton for non-convex optimization AISTATS 2025 Decentralized Projected Riemannian Stochastic Recursive Momentum Method for Nonconvex Optimization AAAI 2025 Differentiable GPU-Parallelized Task and Motion Planning RSS 2025 Differential Privacy in Distributed Learning: Beyond Uniformly Bounded Stochastic Gradients AISTATS 2025 DiffuSolve: Diffusion-based Solver for Non-convex Trajectory Optimization L4DC 2025 Dyn-D^2P: Dynamic Differentially Private Decentralized Learning with Provable Utility Guarantee IJCAI 2025 Error Analysis Affected by Heavy-Tailed Gradients for Non-Convex Pairwise Stochastic Gradient Descent AAAI 2025 Event-Driven Online Vertical Federated Learning ICLR 2025 Faster Double Adaptive Gradient Methods AAAI 2025 Fast Non-convex Matrix Sensing with Optimal Sample Complexity UAI 2025 General framework for online-to-nonconvex conversion: Schedule-free SGD is also effective for nonconvex optimization ICML 2025 Good regularity creates large learning rate implicit biases: edge of stability, balancing, and catapult JMLR 2025 High-probability Convergence Bounds for Online Nonlinear Stochastic Gradient Descent under Heavy-tailed Noise AISTATS 2025 Hybrid Decentralized Optimization: Leveraging Both First- and Zeroth-Order Optimizers for Faster Convergence AAAI 2025 Improved Rates of Differentially Private Nonconvex-Strongly-Concave Minimax Optimization AAAI 2025 Improving Convergence Guarantees of Random Subspace Second-order Algorithm for Nonconvex Optimization ICLR 2025 Improving Stochastic Cubic Newton with Momentum AISTATS 2025 Investigating the Role of Weight Decay in Enhancing Nonconvex SGD CVPR 2025 Joint Graph Rewiring and Feature Denoising via Spectral Resonance ICLR 2025 Langevin Multiplicative Weights Update with Applications in Polynomial Portfolio Management AAAI 2025 Last-iterate Convergence of Shuffling Momentum Gradient Method under the Kurdyka-Lojasiewicz Inequality JMLR 2025 Level Set Teleportation: An Optimization Perspective AISTATS 2025 Locally Optimal Descent for Dynamic Stepsize Scheduling AISTATS 2025 MindFlayer SGD: Efficient Parallel SGD in the Presence of Heterogeneous and Random Worker Compute Times UAI 2025