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Learning Theory

Learning theory

Papers

Showing 701725 of 852 papers

TitleStatusHype
Sample Complexity of Automated Mechanism Design0
Sample Complexity of Robust Learning against Evasion Attacks0
Sample Efficient Reinforcement Learning via Low-Rank Matrix Estimation0
Scalable Large-Margin Structured Learning: Theory and Algorithms0
Scaling Law for Stochastic Gradient Descent in Quadratically Parameterized Linear Regression0
Scaling Limits of Wide Neural Networks with Weight Sharing: Gaussian Process Behavior, Gradient Independence, and Neural Tangent Kernel Derivation0
Scientific Inference With Interpretable Machine Learning: Analyzing Models to Learn About Real-World Phenomena0
Semi-Gradient SARSA Routing with Theoretical Guarantee on Traffic Stability and Weight Convergence0
Building Efficient CNNs Using Depthwise Convolutional Eigen-Filters (DeCEF)0
Sequence Approximation using Feedforward Spiking Neural Network for Spatiotemporal Learning: Theory and Optimization Methods0
Shapley Value Based Multi-Agent Reinforcement Learning: Theory, Method and Its Application to Energy Network0
ShardNet: One Filter Set to Rule Them All0
Sharper bounds for uniformly stable algorithms0
Sharp Generalization of Transductive Learning: A Transductive Local Rademacher Complexity Approach0
Sharp Rates in Dependent Learning Theory: Avoiding Sample Size Deflation for the Square Loss0
Siamese Networks: The Tale of Two Manifolds0
Simple to Complex Cross-modal Learning to Rank0
Simultaneous Model Selection and Optimization through Parameter-free Stochastic Learning0
Singular leaning coefficients and efficiency in learning theory0
Smoothed Online Learning is as Easy as Statistical Learning0
On the Sample Complexity of Imitation Learning for Smoothed Model Predictive Control0
CMAR-Net: Accurate Cross-Modal 3D SAR Reconstruction of Vehicle Targets with Sparse-Aspect Multi-Baseline Data0
Robust Model Selection and Nearly-Proper Learning for GMMs0
Sparsity, variance and curvature in multi-armed bandits0
Spectral Pruning: Compressing Deep Neural Networks via Spectral Analysis and its Generalization Error0
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