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Learning Theory

Learning theory

Papers

Showing 751775 of 852 papers

TitleStatusHype
Challenges of learning multi-scale dynamics with AI weather models: Implications for stability and one solutionCode0
Universal CachingCode0
How Spurious Features Are Memorized: Precise Analysis for Random and NTK FeaturesCode0
Stabilizing Sharpness-aware Minimization Through A Simple Renormalization StrategyCode0
Towards a unified view of unsupervised non-local methods for image denoising: the NL-Ridge approachCode0
Geostatistical Learning: Challenges and OpportunitiesCode0
On generalization bounds for deep networks based on loss surface implicit regularizationCode0
A Strategic Framework for Optimal Decisions in Football 1-vs-1 Shot-Taking Situations: An Integrated Approach of Machine Learning, Theory-Based Modeling, and Game TheoryCode0
Understanding Boolean Function Learnability on Deep Neural Networks: PAC Learning Meets Neurosymbolic ModelsCode0
A Contextual-Bandit Approach to Personalized News Article RecommendationCode0
Gradient Equilibrium in Online Learning: Theory and ApplicationsCode0
Learning in Cooperative Multiagent Systems Using Cognitive and Machine ModelsCode0
Optimization Variance: Exploring Generalization Properties of DNNsCode0
Gray Learning from Non-IID Data with Out-of-distribution SamplesCode0
Learning from Label Proportions with Instance-wise ConsistencyCode0
A Principle of Least Action for the Training of Neural NetworksCode0
Truth or Backpropaganda? An Empirical Investigation of Deep Learning TheoryCode0
TentacleNet: A Pseudo-Ensemble Template for Accurate Binary Convolutional Neural NetworksCode0
Deep Learning Theory Review: An Optimal Control and Dynamical Systems PerspectiveCode0
Learning Moore Machines from Input-Output TracesCode0
Deep Learning is Singular, and That's GoodCode0
Double descent in quantum machine learningCode0
Data-Driven Performance Guarantees for Classical and Learned OptimizersCode0
A primal-dual data-driven method for computational optical imaging with a photonic lanternCode0
Variational Bayesian Neural Networks via Resolution of SingularitiesCode0
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