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Continuous Optimization

3907 directly classified papers

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Papers

Physics-informed machine learning as a kernel method COLT 2024
Data driven verification of positive invariant sets for discrete, nonlinear systems L4DC 2024
On Partial Optimal Transport: Revising the Infeasibility of Sinkhorn and Efficient Gradient Methods AAAI 2024
Closing the Computational-Query Depth Gap in Parallel Stochastic Convex Optimization COLT 2024
Fast, blind, and accurate: Tuning-free sparse regression with global linear convergence COLT 2024
A Generalized Neural Diffusion Framework on Graphs AAAI 2024
Gap-Free Clustering: Sensitivity and Robustness of SDP COLT 2024
Intra- and Inter-group Optimal Transport for User-Oriented Fairness in Recommender Systems AAAI 2024
Computation-Aware Learning for Stable Control with Gaussian Process RSS 2024
Omnipredictors for regression and the approximate rank of convex functions COLT 2024
A Generic and Flexible Regularization Framework for NeRFs WACV 2024
On the Convergence of Projected Alternating Maximization for Equitable and Optimal Transport JMLR 2024
Data-driven robust covariance control for uncertain linear systems L4DC 2024
Graph Machine Learning through the Lens of Bilevel Optimization AISTATS 2024
Multi-View Randomized Kernel Classification via Nonconvex Optimization AAAI 2024
RandNet-Parareal: a time-parallel PDE solver using Random Neural Networks NIPS 2024
Generalization Bounds of Nonconvex-(Strongly)-Concave Stochastic Minimax Optimization AISTATS 2024
PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs NIPS 2024
The behavioral toolbox L4DC 2024
Absence of spurious solutions far from ground truth: A low-rank analysis with high-order losses AISTATS 2024
Vector Quantile Regression on Manifolds AISTATS 2024
Learning Discretized Neural Networks under Ricci Flow JMLR 2024
Extragradient Type Methods for Riemannian Variational Inequality Problems AISTATS 2024
Backward Filtering Forward Deciding in Linear Non-Gaussian State Space Models AISTATS 2024
Consistent Multiclass Algorithms for Complex Metrics and Constraints JMLR 2024