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Learning Theory

Learning theory

Papers

Showing 201225 of 852 papers

TitleStatusHype
Adaptive time series forecasting with markovian variance switching0
Deep Neural Nets as Hamiltonians0
Deep Neural Networks for Choice Analysis: A Statistical Learning Theory Perspective0
A Closer Look at the Learnability of Out-of-Distribution (OOD) Detection0
Deep Reinforcement Learning and the Deadly Triad0
DePRL: Achieving Linear Convergence Speedup in Personalized Decentralized Learning with Shared Representations0
Depth Separation with Multilayer Mean-Field Networks0
Depth-Width Trade-offs for Neural Networks via Topological Entropy0
Design-unbiased statistical learning in survey sampling0
Detailed Balanced Chemical Reaction Networks as Generalized Boltzmann Machines0
Device Sampling for Heterogeneous Federated Learning: Theory, Algorithms, and Implementation0
Privacy of SGD under Gaussian or Heavy-Tailed Noise: Guarantees without Gradient Clipping0
Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient0
Dimension-free Information Concentration via Exp-Concavity0
1-bit Matrix Completion: PAC-Bayesian Analysis of a Variational Approximation0
Disentangling Resilience from Robustness: Contextual Dualism, Interactionism, and Game-Theoretic Paradigms0
Distributed Kernel Ridge Regression with Communications0
Distributional property testing in a quantum world0
Distribution-dependent concentration inequalities for tighter generalization bounds0
Distribution-free Deviation Bounds and The Role of Domain Knowledge in Learning via Model Selection with Cross-validation Risk Estimation0
Distribution free M-estimation0
Do Deeper Convolutional Networks Perform Better?0
Domain Generalization via Multidomain Discriminant Analysis0
Kernel Ridge Riesz Representers: Generalization, Mis-specification, and the Counterfactual Effective Dimension0
On the Existence of Simpler Machine Learning Models0
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