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Learning Theory

Learning theory

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Showing 201–225 of 852 papers

TitleStatusHype
Leveraging PAC-Bayes Theory and Gibbs Distributions for Generalization Bounds with Complexity MeasuresCode0
Transductive Learning Is Compact—0
Stochastic Gradient Flow Dynamics of Test Risk and its Exact Solution for Weak FeaturesCode0
The Complexity of Sequential Prediction in Dynamical Systems—0
Sharp Rates in Dependent Learning Theory: Avoiding Sample Size Deflation for the Square Loss—0
Estimating the Local Learning Coefficient at ScaleCode0
A call for embodied AI—0
Understanding What Affects the Generalization Gap in Visual Reinforcement Learning: Theory and Empirical Evidence—0
Learning to Understand: Identifying Interactions via the Möbius Transform—0
Credal Learning Theory—0
Information Leakage Detection through Approximate Bayes-optimal PredictionCode0
The twin peaks of learning neural networks—0
Hallucination is Inevitable: An Innate Limitation of Large Language Models—0
A comprehensive review of Quantum Machine Learning: from NISQ to Fault Tolerance—0
A Survey on Statistical Theory of Deep Learning: Approximation, Training Dynamics, and Generative Models—0
Stabilizing Sharpness-aware Minimization Through A Simple Renormalization StrategyCode0
Attention Is Not the Only Choice: Counterfactual Reasoning for Path-Based Explainable Recommendation—0
Quantum Algorithms for the Pathwise Lasso—0
Statistical learning theory and Occam's razor: The core argument—0
Reasoning with random sets: An agenda for the future—0
DePRL: Achieving Linear Convergence Speedup in Personalized Decentralized Learning with Shared Representations—0
Coordination of Damping Controllers: A Novel Data-Informed Approach for Adaptability—0
Adaptive Parameter Selection for Kernel Ridge Regression—0
LSTSVR-PI: Least square twin support vector regression with privileged information—0
Optimal Sample Complexity of Contrastive Learning—0
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