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Mathematics & Optimization

16,944 papers (0 classified directly here)

Subtopics

Optimization (12,959) Mathematics (5,735) Probability (519) Statistics (265) Discrete Mathematics (15)

Papers per year

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Papers (including subtopics)

SONIA: A Symmetric Blockwise Truncated Optimization Algorithm AISTATS 2021
Nearest Neighbour Based Estimates of Gradients: Sharp Nonasymptotic Bounds and Applications AISTATS 2021
Generalization of Quasi-Newton Methods: Application to Robust Symmetric Multisecant Updates AISTATS 2021
Generalization Bounds for Stochastic Saddle Point Problems AISTATS 2021
A Deterministic Streaming Sketch for Ridge Regression AISTATS 2021
Kernel regression in high dimensions: Refined analysis beyond double descent AISTATS 2021
Generalized Spectral Clustering via Gromov-Wasserstein Learning AISTATS 2021
Shapley Flow: A Graph-based Approach to Interpreting Model Predictions AISTATS 2021
Scalable Constrained Bayesian Optimization AISTATS 2021
A constrained risk inequality for general losses AISTATS 2021
On the High Accuracy Limitation of Adaptive Property Estimation AISTATS 2021
Adaptive Sampling for Fast Constrained Maximization of Submodular Functions AISTATS 2021
Hadamard Wirtinger Flow for Sparse Phase Retrieval AISTATS 2021
On Riemannian Stochastic Approximation Schemes with Fixed Step-Size AISTATS 2021
Optimal Quantisation of Probability Measures Using Maximum Mean Discrepancy AISTATS 2021
Measure Transport with Kernel Stein Discrepancy AISTATS 2021
Linearly Constrained Gaussian Processes with Boundary Conditions AISTATS 2021
Online k-means Clustering AISTATS 2021
Consistent k-Median: Simpler, Better and Robust AISTATS 2021
Differentially Private Analysis on Graph Streams AISTATS 2021
Finding First-Order Nash Equilibria of Zero-Sum Games with the Regularized Nikaido-Isoda Function AISTATS 2021
Hogwild! over Distributed Local Data Sets with Linearly Increasing Mini-Batch Sizes AISTATS 2021
Gaming Helps! Learning from Strategic Interactions in Natural Dynamics AISTATS 2021
Dominate or Delete: Decentralized Competing Bandits in Serial Dictatorship AISTATS 2021
A Study of Condition Numbers for First-Order Optimization AISTATS 2021