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Learning Theory

Learning theory

Papers

Showing 5175 of 852 papers

TitleStatusHype
Towards Robust and Generalizable Gerchberg Saxton based Physics Inspired Neural Networks for Computer Generated Holography: A Sensitivity Analysis Framework0
Data Selection for ERMs0
Erzeugunsgrad, VC-Dimension and Neural Networks with rational activation function0
auto-fpt: Automating Free Probability Theory Calculations for Machine Learning TheoryCode0
Generalization Bounds in Hybrid Quantum-Classical Machine Learning Models0
Programs as Singularities0
A Framework of decision-relevant observability: Reinforcement Learning converges under relative ignorability0
Learning to erase quantum states: thermodynamic implications of quantum learning theory0
DDPM Score Matching and Distribution Learning0
Resurrecting Socrates in the Age of AI: A Study Protocol for Evaluating a Socratic Tutor to Support Research Question Development in Higher Education0
Deep Neural Nets as Hamiltonians0
Quantum Neural Network Restatement of Markov Jump Process0
Quantum advantage for learning shallow neural networks with natural data distributions0
Reservoir Computing with a Single Oscillating Gas Bubble: Emphasizing the Chaotic Regime0
Borsuk-Ulam and Replicable Learning of Large-Margin Halfspaces0
Semi-Gradient SARSA Routing with Theoretical Guarantee on Traffic Stability and Weight Convergence0
Numerical and statistical analysis of NeuralODE with Runge-Kutta time integration0
Spherical dimension0
Redefining Fitness: Evolution as a Dynamic Learning Process0
Efficient and Accurate Estimation of Lipschitz Constants for Hybrid Quantum-Classical Decision Models0
A Linear Theory of Multi-Winner Voting0
The Emergence of Grammar through Reinforcement Learning0
Sustainable AI: Mathematical Foundations of Spiking Neural Networks0
Quantum Geometry insights in Deep Learning0
The Blessing of Reasoning: LLM-Based Contrastive Explanations in Black-Box Recommender Systems0
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