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Learning Theory

Learning theory

Papers

Showing 501525 of 852 papers

TitleStatusHype
Minimax Kernel Machine Learning for a Class of Doubly Robust Functionals with Application to Proximal Causal InferenceCode0
Learning Description Logic Ontologies. Five Approaches. Where Do They Stand?0
Why is AI hard and Physics simple?0
Understanding the role of importance weighting for deep learning0
Leaky Nets: Recovering Embedded Neural Network Models and Inputs through Simple Power and Timing Side-Channels -- Attacks and Defenses0
Risk Bounds and Rademacher Complexity in Batch Reinforcement Learning0
On the Complexity of Learning Description Logic Ontologies0
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
Kernel Ridge Riesz Representers: Generalization, Mis-specification, and the Counterfactual Effective Dimension0
KAM Theory Meets Statistical Learning Theory: Hamiltonian Neural Networks with Non-Zero Training Loss0
On the robustness of randomized classifiers to adversarial examples0
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
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