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Learning Theory

Learning theory

Papers

Showing 601650 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
Risk bounds for reservoir computing0
Fast classification rates without standard margin assumptions0
Robust Model Predictive Shielding for Safe Reinforcement Learning with Stochastic Dynamics0
Compressive Learning for Semi-Parametric Models0
Building Efficient CNNs Using Depthwise Convolutional Eigen-Filters (DeCEF)0
Sharper bounds for uniformly stable algorithms0
Partial differential equation regularization for supervised machine learning0
Siamese Networks: The Tale of Two Manifolds0
Truth or Backpropaganda? An Empirical Investigation of Deep Learning TheoryCode0
Knowledge Graph Embedding: A Probabilistic Perspective and Generalization Bounds0
ShardNet: One Filter Set to Rule Them All0
The Frechet Distance of training and test distribution predicts the generalization gap0
Compression based bound for non-compressed network: unified generalization error analysis of large compressible deep neural network0
Deep Neural Networks for Choice Analysis: A Statistical Learning Theory Perspective0
On the Hardness of Robust Classification0
Non-Bayesian Social Learning with Uncertain Models0
Subjectivity Learning Theory towards Artificial General Intelligence0
McDiarmid-Type Inequalities for Graph-Dependent Variables and Stability Bounds0
Free resolutions of function classes via order complexes0
Deep Learning Theory Review: An Optimal Control and Dynamical Systems PerspectiveCode0
Lecture Notes: Selected topics on robust statistical learning theory0
A Domain-Knowledge-Aided Deep Reinforcement Learning Approach for Flight Control Design0
On the Existence of Simpler Machine Learning Models0
Domain Generalization via Multidomain Discriminant Analysis0
Minimal Sample Subspace Learning: Theory and Algorithms0
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