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Learning Theory

Learning theory

Papers

Showing 551575 of 852 papers

TitleStatusHype
Risk bounds for reservoir computing0
Risk Bounds for the Majority Vote: From a PAC-Bayesian Analysis to a Learning Algorithm0
Risk Guarantees for End-to-End Prediction and Optimization Processes0
Robot Learning Theory of Mind through Self-Observation: Exploiting the Intentions-Beliefs Synergy0
Robust Generalization of Quadratic Neural Networks via Function Identification0
Robust Kernel-based Distribution Regression0
Robust Model Predictive Shielding for Safe Reinforcement Learning with Stochastic Dynamics0
Robust NAS under adversarial training: benchmark, theory, and beyond0
Robust Semi-supervised Learning by Wisely Leveraging Open-set Data0
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
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