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Learning Theory

Learning theory

Papers

Showing 501525 of 852 papers

TitleStatusHype
Risk Bounds and Rademacher Complexity in Batch Reinforcement Learning0
On the Impact of Applying Machine Learning in the Decision-Making of Self-Adaptive Systems0
A deep learning theory for neural networks grounded in physics0
Constrained Learning with Non-Convex Losses0
Learning Prediction Intervals for Regression: Generalization and Calibration0
Consistent Sparse Deep Learning: Theory and ComputationCode0
Theoretical Understandings of Product Embedding for E-commerce Machine Learning0
Two Sides of Meta-Learning Evaluation: In vs. Out of DistributionCode0
KAM Theory Meets Statistical Learning Theory: Hamiltonian Neural Networks with Non-Zero Training Loss0
On the robustness of randomized classifiers to adversarial examples0
Kernel Ridge Riesz Representers: Generalization, Mis-specification, and the Counterfactual Effective Dimension0
Geostatistical Learning: Challenges and OpportunitiesCode0
Double-descent curves in neural networks: a new perspective using Gaussian processes0
Distribution Free Uncertainty for the Minimum Norm Solution of Over-parameterized Linear Regression0
Private learning implies quantum stability0
Local and Global Uniform Convexity Conditions0
On the Hardness of PAC-learning Stabilizer States with Noise0
Effects of quantum resources on the statistical complexity of quantum circuits0
Generalization Bounds for Noisy Iterative Algorithms Using Properties of Additive Noise Channels0
Query Complexity of Least Absolute Deviation Regression via Robust Uniform Convergence0
Device Sampling for Heterogeneous Federated Learning: Theory, Algorithms, and Implementation0
Mirror Sample Based Distribution Alignment for Unsupervised Domain Adaption0
f-Domain-Adversarial Learning: Theory and Algorithms for Unsupervised Domain Adaptation with Neural Networks0
Illuminating Dark Knowledge via Random Matrix Ensembles0
Maximum-Likelihood Quantum State Tomography by Soft-Bayes0
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