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A Direct Sum Result for the Information Complexity of Learning
Differential Privacy
PAC Learning
#29
opened Jul 25, 2018 by
ktrmnm
An Analysis of the t-SNE Algorithm for Data Visualization
Visualization
#28
opened Jul 23, 2018 by
ktrmnm
Fundamental Limits of Weak Recovery with Applications to Phase Retrieval
Compressed Sensing
#27
opened Jul 23, 2018 by
ktrmnm
Efficient Algorithms for Outlier-Robust Regression
Linear Regression
Robust Regression
Sum-of-Squares
#26
opened Jul 19, 2018 by
ktrmnm
Cutting plane methods can be extended into nonconvex optimization
Nonconvex Optimization
#24
opened Jul 17, 2018 by
ktrmnm
The Mean-Field Approximation: Information Inequalities, Algorithms, and Complexity
Ising Model
Regularity Lemma
#23
opened Jul 17, 2018 by
ktrmnm
An Optimal Learning Algorithm for Online Unconstrained Submodular Maximization
Online Learning
Submodular
#22
opened Jul 17, 2018 by
ktrmnm
Efficient Convex Optimization with Membership Oracles
Convex Optimization
#21
opened Jul 17, 2018 by
ktrmnm
Restricted Eigenvalue from Stable Rank with Applications to Sparse Linear Regression
Sparse
#17
opened Jul 16, 2018 by
ktrmnm
Learning Patterns for Detection with Multiscale Scan Statistics
Hypothesis Testing
#16
opened Jul 16, 2018 by
ktrmnm
Log-concave sampling: Metropolis-Hastings algorithms are fast!
MCMC
#15
opened Jul 16, 2018 by
ktrmnm
Lower Bounds for Higher-Order Convex Optimization
Convex Optimization
#14
opened Jul 16, 2018 by
ktrmnm
Optimal approximation of continuous functions by very deep ReLU networks
Approximation Theory
Neural Network
#11
opened Jul 16, 2018 by
ktrmnm
Generalization Bounds of SGLD for Non-convex Learning: Two Theoretical Viewpoints
Generarization
MCMC
#10
opened Jul 16, 2018 by
ktrmnm
Accelerating Stochastic Gradient Descent for Least Squares Regression
SGD
#9
opened Jul 16, 2018 by
ktrmnm
Calibrating Noise to Variance in Adaptive Data Analysis
Adaptive Data Analysis
Differential Privacy
#8
opened Jul 16, 2018 by
ktrmnm
Detection limits in the high-dimensional spiked rectangular model
Hypothesis Testing
#6
opened Jul 16, 2018 by
ktrmnm
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