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Learning Theory

Learning theory

Papers

Showing 601625 of 852 papers

TitleStatusHype
Theoretical Analysis of Divide-and-Conquer ERM: Beyond Square Loss and RKHS0
An Active Learning Framework for Constructing High-fidelity Mobility Maps0
Better Depth-Width Trade-offs for Neural Networks through the lens of Dynamical Systems0
Contextual Search in the Presence of Adversarial Corruptions0
A Generalized Neural Tangent Kernel Analysis for Two-layer Neural Networks0
Learning CHARME models with neural networksCode0
On Learnability with Computable Learners0
Statistical Limits of Supervised Quantum Learning0
Recursion, evolution and conscious self0
Adaptive Stopping Rule for Kernel-based Gradient Descent Algorithms0
Restarted Bayesian Online Change-point Detector achieves Optimal Detection DelayCode0
TentacleNet: A Pseudo-Ensemble Template for Accurate Binary Convolutional Neural NetworksCode0
Optimization for deep learning: theory and algorithms0
Σ-net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image ReconstructionCode0
Realization of spatial sparseness by deep ReLU nets with massive data0
Rademacher complexity and spin glasses: A link between the replica and statistical theories of learning0
Generalization Error Bounds Via Rényi-, f-Divergences and Maximal Leakage0
Information-Theoretic Local Minima Characterization and RegularizationCode0
On the Complexity of Labeled Datasets0
Coarse-Refinement Dilemma: On Generalization Bounds for Data Clustering0
One-shot learning and behavioral eligibility traces in sequential decision making0
Machine Intelligence at the Edge with Learning Centric Power Allocation0
Learning Internal Representations (PhD Thesis)0
On-Device Machine Learning: An Algorithms and Learning Theory Perspective0
A Formal Proof of PAC Learnability for Decision Stumps0
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