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Learning Theory

Learning theory

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Showing 26–50 of 852 papers

TitleStatusHype
f-Domain-Adversarial Learning: Theory and AlgorithmsCode1
Model Zoo: A Growing "Brain" That Learns ContinuallyCode1
A Survey of Label-noise Representation Learning: Past, Present and FutureCode1
Active Importance Sampling for Variational Objectives Dominated by Rare Events: Consequences for Optimization and GeneralizationCode1
Revisiting minimum description length complexity in overparameterized modelsCode1
Optimization and Generalization Analysis of Transduction through Gradient Boosting and Application to Multi-scale Graph Neural NetworksCode1
Adaptive Feedforward Neural Network Control with an Optimized Hidden Node DistributionCode1
PAC Confidence Sets for Deep Neural Networks via Calibrated PredictionCode1
On the Hardness of Bandit Learning—0
Finding Optimal Kernel Size and Dimension in Convolutional Neural Networks An Architecture Optimization Approach—0
The Universality Lens: Why Even Highly Over-Parametrized Models Learn Well—0
Learning Theory of Decentralized Robust Kernel-Based Learning Algorithm—0
What Makes Treatment Effects Identifiable? Characterizations and Estimators Beyond Unconfoundedness—0
A Machine Learning Theory Perspective on Strategic Litigation—0
Variational Adaptive Noise and Dropout towards Stable Recurrent Neural Networks—0
Learning DNF through Generalized Fourier Representations—0
Distribution free M-estimation—0
Attribute-Efficient PAC Learning of Sparse Halfspaces with Constant Malicious Noise Rate—0
Self-Supervised Evolution Operator Learning for High-Dimensional Dynamical SystemsCode0
Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review—0
An Asymptotic Equation Linking WAIC and WBIC in Singular Models—0
Information Science Principles of Machine Learning: A Causal Chain Meta-Framework Based on Formalized Information Mapping—0
Learning Guarantee of Reward Modeling Using Deep Neural Networks—0
New Statistical and Computational Results for Learning Junta Distributions—0
Lower Bounds for Greedy Teaching Set Constructions—0
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