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Learning Theory

Learning theory

Papers

Showing 176200 of 852 papers

TitleStatusHype
Barren Plateaus in Variational Quantum Computing0
Research on geometric figure classification algorithm based on Deep Learning0
Data-Driven Performance Guarantees for Classical and Learned OptimizersCode0
Generalization Error Bounds for Learning under Censored Feedback0
A neural network account to Kant's philosophical aesthetics0
On the Learnability of Out-of-distribution Detection0
Bayesian Inference for Consistent Predictions in Overparameterized Nonlinear RegressionCode0
Statistical Mechanics and Artificial Neural Networks: Principles, Models, and Applications0
Causal-StoNet: Causal Inference for High-Dimensional Complex DataCode0
Generalization Error Analysis for Sparse Mixture-of-Experts: A Preliminary Study0
CODA: A COst-efficient Test-time Domain Adaptation Mechanism for HAR0
Robust NAS under adversarial training: benchmark, theory, and beyond0
Conformal Predictions for Probabilistically Robust Scalable Machine Learning Classification0
Majority-of-Three: The Simplest Optimal Learner?0
On the Diminishing Returns of Width for Continual LearningCode0
Disentangling Resilience from Robustness: Contextual Dualism, Interactionism, and Game-Theoretic Paradigms0
Privacy of SGD under Gaussian or Heavy-Tailed Noise: Guarantees without Gradient Clipping0
Lotka-Volterra Model with Mutations and Generative Adversarial Networks0
Conformal Shield: A Novel Adversarial Attack Detection Framework for Automatic Modulation Classification0
Shapley Value Based Multi-Agent Reinforcement Learning: Theory, Method and Its Application to Energy Network0
Adaptive time series forecasting with markovian variance switching0
Generalising realisability in statistical learning theory under epistemic uncertainty0
A unified framework of non-local parametric methods for image denoising0
The Dimension of Self-Directed Learning0
Rigor with Machine Learning from Field Theory to the Poincaré Conjecture0
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