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Learning Theory

Learning theory

Papers

Showing 126150 of 852 papers

TitleStatusHype
Better Depth-Width Trade-offs for Neural Networks through the lens of Dynamical Systems0
A PAC Approach to Application-Specific Algorithm Selection0
Another Look at DWD: Thrifty Algorithm and Bayes Risk Consistency in RKHS0
A Learning Theoretic Perspective on Local Explainability0
A Note on the Chernoff Bound for Random Variables in the Unit Interval0
A Note on High-Probability versus In-Expectation Guarantees of Generalization Bounds in Machine Learning0
Agnostic Process Tomography0
An Optimal Transport View on Generalization0
A Convenient Infinite Dimensional Framework for Generative Adversarial Learning0
Accelerating Federated Edge Learning via Optimized Probabilistic Device Scheduling0
Comparative Learning: A Sample Complexity Theory for Two Hypothesis Classes0
Compression based bound for non-compressed network: unified generalization error analysis of large compressible deep neural network0
Cancer Progression as a Learning Process0
An Online Learning Theory of Brokerage0
Bridging the Gap Between Approximation and Learning via Optimal Approximation by ReLU MLPs of Maximal Regularity0
Bounding Embeddings of VC Classes into Maximum Classes0
Maximum-Likelihood Quantum State Tomography by Soft-Bayes0
An Optimal Elimination Algorithm for Learning a Best Arm0
A General Framework for Distributed Inference with Uncertain Models0
Chaos and Complexity from Quantum Neural Network: A study with Diffusion Metric in Machine Learning0
Characterizing the Generalization Error of Gibbs Algorithm with Symmetrized KL information0
CIM: Class-Irrelevant Mapping for Few-Shot Classification0
Coarse-Refinement Dilemma: On Generalization Bounds for Data Clustering0
CODA: A COst-efficient Test-time Domain Adaptation Mechanism for HAR0
A General Control-Theoretic Approach for Reinforcement Learning: Theory and Algorithms0
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