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Continuous Optimization

3,907 papers

Papers per year

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Papers

Learning Macroscopic Dynamics from Partial Microscopic Observations NIPS 2024
Outlier-Robust Distributionally Robust Optimization via Unbalanced Optimal Transport NIPS 2024
Fast Iterative Hard Thresholding Methods with Pruning Gradient Computations NIPS 2024
Efficient Minimum Bayes Risk Decoding using Low-Rank Matrix Completion Algorithms NIPS 2024
Dual Lagrangian Learning for Conic Optimization NIPS 2024
Shuffling Gradient-Based Methods for Nonconvex-Concave Minimax Optimization NIPS 2024
Bayesian Adaptive Calibration and Optimal Design NIPS 2024
Parametric model reduction of mean-field and stochastic systems via higher-order action matching NIPS 2024
Single-Loop Stochastic Algorithms for Difference of Max-Structured Weakly Convex Functions NIPS 2024
OPEL: Optimal Transport Guided ProcedurE Learning NIPS 2024
Simulation-Free Training of Neural ODEs on Paired Data NIPS 2024
Constrained Binary Decision Making NIPS 2024
Inferring Neural Signed Distance Functions by Overfitting on Single Noisy Point Clouds through Finetuning Data-Driven based Priors NIPS 2024
SPARKLE: A Unified Single-Loop Primal-Dual Framework for Decentralized Bilevel Optimization NIPS 2024
A robust inlier identification algorithm for point cloud registration via $\mathbf{\ell_0}$-minimization NIPS 2024
Unscrambling disease progression at scale: fast inference of event permutations with optimal transport NIPS 2024
Conformal Inverse Optimization NIPS 2024
Learning Neural Contracting Dynamics: Extended Linearization and Global Guarantees NIPS 2024
Learning Distributions on Manifolds with Free-Form Flows NIPS 2024
PACE: Pacing Operator Learning to Accurate Optical Field Simulation for Complicated Photonic Devices NIPS 2024
Optimization Algorithm Design via Electric Circuits NIPS 2024
John Ellipsoids via Lazy Updates NIPS 2024
P$^2$C$^2$Net: PDE-Preserved Coarse Correction Network for efficient prediction of spatiotemporal dynamics NIPS 2024
Log-concave Sampling from a Convex Body with a Barrier: a Robust and Unified Dikin Walk NIPS 2024
Tensor-Based Synchronization and the Low-Rankness of the Block Trifocal Tensor NIPS 2024