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Learning Theory

Learning theory

Papers

Showing 651675 of 852 papers

TitleStatusHype
Causal RegularizationCode0
Symphony of high-dimensional brain0
Learning from weakly dependent data under Dobrushin's condition0
Quadratic Suffices for Over-parametrization via Matrix Chernoff Bound0
Graph-based Discriminators: Sample Complexity and Expressiveness0
On the Generalization Gap in Reparameterizable Reinforcement Learning0
Understanding the Behaviour of the Empirical Cross-Entropy Beyond the Training Distribution0
Empirical Risk Minimization in the Interpolating Regime with Application to Neural Network Learning0
Disagreement-based Active Learning in Online Settings0
The Landscape of the Planted Clique Problem: Dense subgraphs and the Overlap Gap Property0
Approximation in L^p(μ) with deep ReLU neural networks0
Deep Fictitious Play for Stochastic Differential Games0
Recovering the Lowest Layer of Deep Networks with High Threshold Activations0
A Brain-inspired Algorithm for Training Highly Sparse Neural NetworksCode0
A nonasymptotic law of iterated logarithm for general M-estimators0
Is Deeper Better only when Shallow is Good?Code0
Improving Generalization of Deep Networks for Inverse Reconstruction of Image SequencesCode0
Fast Approximation of Frequent k-mers and Applications to Metagenomics0
Integrated analysis of the urban water-electricity demand nexus in the Midwestern United States0
Analyzing Data Selection Techniques with Tools from the Theory of Information Losses0
Generalisation in fully-connected neural networks for time series forecasting0
Scaling Limits of Wide Neural Networks with Weight Sharing: Gaussian Process Behavior, Gradient Independence, and Neural Tangent Kernel Derivation0
Learning Theory and Support Vector Machines - a primer0
Fast Hyperparameter Tuning using Bayesian Optimization with Directional Derivatives0
On Generalization Error Bounds of Noisy Gradient Methods for Non-Convex Learning0
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