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Learning Theory

Learning theory

Papers

Showing 176200 of 852 papers

TitleStatusHype
Transductive Active Learning: Theory and ApplicationsCode2
Stochastic Gradient Flow Dynamics of Test Risk and its Exact Solution for Weak FeaturesCode0
The Complexity of Sequential Prediction in Dynamical Systems0
Sharp Rates in Dependent Learning Theory: Avoiding Sample Size Deflation for the Square Loss0
Estimating the Local Learning Coefficient at ScaleCode0
A call for embodied AI0
Understanding What Affects the Generalization Gap in Visual Reinforcement Learning: Theory and Empirical Evidence0
Learning to Understand: Identifying Interactions via the Möbius Transform0
Credal Learning Theory0
Information Leakage Detection through Approximate Bayes-optimal PredictionCode0
The Definitive Guide to Policy Gradients in Deep Reinforcement Learning: Theory, Algorithms and ImplementationsCode1
The twin peaks of learning neural networks0
Hallucination is Inevitable: An Innate Limitation of Large Language Models0
A comprehensive review of Quantum Machine Learning: from NISQ to Fault Tolerance0
A Survey on Statistical Theory of Deep Learning: Approximation, Training Dynamics, and Generative Models0
Stabilizing Sharpness-aware Minimization Through A Simple Renormalization StrategyCode0
Attention Is Not the Only Choice: Counterfactual Reasoning for Path-Based Explainable Recommendation0
Quantum Algorithms for the Pathwise Lasso0
Statistical learning theory and Occam's razor: The core argument0
Reasoning with random sets: An agenda for the future0
DePRL: Achieving Linear Convergence Speedup in Personalized Decentralized Learning with Shared Representations0
Harmonics of Learning: Universal Fourier Features Emerge in Invariant NetworksCode1
Coordination of Damping Controllers: A Novel Data-Informed Approach for Adaptability0
Adaptive Parameter Selection for Kernel Ridge Regression0
LSTSVR-PI: Least square twin support vector regression with privileged information0
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