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Continuous Optimization

3,907 papers

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Papers

Semidefinite Relaxations of the Gromov-Wasserstein Distance NIPS 2024
Aligning Embeddings and Geometric Random Graphs: Informational Results and Computational Approaches for the Procrustes-Wasserstein Problem NIPS 2024
Physics-informed Neural Networks for Functional Differential Equations: Cylindrical Approximation and Its Convergence Guarantees NIPS 2024
Poseidon: Efficient Foundation Models for PDEs NIPS 2024
Accelerating ERM for data-driven algorithm design using output-sensitive techniques NIPS 2024
Efficient Leverage Score Sampling for Tensor Train Decomposition NIPS 2024
The Reliability of OKRidge Method in Solving Sparse Ridge Regression Problems NIPS 2024
Space-Time Continuous PDE Forecasting using Equivariant Neural Fields NIPS 2024
PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs NIPS 2024
Sample-Efficient Geometry Reconstruction from Euclidean Distances using Non-Convex Optimization NIPS 2024
Faster Accelerated First-order Methods for Convex Optimization with Strongly Convex Function Constraints NIPS 2024
Decision-Focused Learning with Directional Gradients NIPS 2024
Learning with Fitzpatrick Losses NIPS 2024
Optimal Rates for Vector-Valued Spectral Regularization Learning Algorithms NIPS 2024
Multidimensional Fractional Programming for Normalized Cuts NIPS 2024
Constant Acceleration Flow NIPS 2024
Instance-Optimal Private Density Estimation in the Wasserstein Distance NIPS 2024
Stochastic Newton Proximal Extragradient Method NIPS 2024
Noisy Dual Mirror Descent: A Near Optimal Algorithm for Jointly-DP Convex Resource Allocation NIPS 2024
Dynamic Conditional Optimal Transport through Simulation-Free Flows NIPS 2024
Constrained Diffusion with Trust Sampling NIPS 2024
Light Unbalanced Optimal Transport NIPS 2024
Adaptive and Optimal Second-order Optimistic Methods for Minimax Optimization NIPS 2024
RandNet-Parareal: a time-parallel PDE solver using Random Neural Networks NIPS 2024
A Primal-Dual-Assisted Penalty Approach to Bilevel Optimization with Coupled Constraints NIPS 2024