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Learning Theory

Learning theory

Papers

Showing 101125 of 852 papers

TitleStatusHype
Two Sides of Meta-Learning Evaluation: In vs. Out of DistributionCode0
Leveraging PAC-Bayes Theory and Gibbs Distributions for Generalization Bounds with Complexity MeasuresCode0
MODL: Multilearner Online Deep LearningCode0
Σ-net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image ReconstructionCode0
Continuous vs. Discrete Optimization of Deep Neural NetworksCode0
Data-Error Scaling in Machine Learning on Natural Discrete Combinatorial Mutation-prone Sets: Case Studies on Peptides and Small MoleculesCode0
A Tour of Reinforcement Learning: The View from Continuous ControlCode0
On Anytime Learning at MacroscaleCode0
On Optimal Interpolation In Linear RegressionCode0
On the Diminishing Returns of Width for Continual LearningCode0
Comparing Text Representations: A Theory-Driven ApproachCode0
auto-fpt: Automating Free Probability Theory Calculations for Machine Learning TheoryCode0
Causal-StoNet: Causal Inference for High-Dimensional Complex DataCode0
Consistent Sparse Deep Learning: Theory and ComputationCode0
Improving Few-Shot Learning through Multi-task Representation Learning TheoryCode0
A Contextual-Bandit Approach to Personalized News Article RecommendationCode0
Beyond accuracy: generalization properties of bio-plausible temporal credit assignment rulesCode0
Rethink the Connections among Generalization, Memorization and the Spectral Bias of DNNsCode0
A Framework for Machine Learning of Model Error in Dynamical SystemsCode0
Robust Optimization using Machine Learning for Uncertainty SetsCode0
Bi-discriminator Domain Adversarial Neural Networks with Class-Level Gradient AlignmentCode0
Scaling Laws for the Value of Individual Data Points in Machine LearningCode0
Solving PDEs on Unknown Manifolds with Machine LearningCode0
SPADE: Sparsity-Guided Debugging for Deep Neural NetworksCode0
Causal RegularizationCode0
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