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Learning Theory

Learning theory

Papers

Showing 2650 of 852 papers

TitleStatusHype
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 advantage for learning shallow neural networks with natural data distributions0
Quantum Neural Network Restatement of Markov Jump Process0
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
Sustainable AI: Mathematical Foundations of Spiking Neural Networks0
The Emergence of Grammar through Reinforcement Learning0
Quantum Geometry insights in Deep Learning0
The Blessing of Reasoning: LLM-Based Contrastive Explanations in Black-Box Recommender Systems0
Finite-Sample Analysis of Policy Evaluation for Robust Average Reward Reinforcement Learning0
Towards a Learning Theory of Representation Alignment0
Likelihood-Ratio Regularized Quantile Regression: Adapting Conformal Prediction to High-Dimensional Covariate Shifts0
Scaling Law for Stochastic Gradient Descent in Quadratically Parameterized Linear Regression0
Learning Theory for Kernel Bilevel Optimization0
Markets with Heterogeneous Agents: Dynamics and Survival of Bayesian vs. No-Regret Learners0
Parameter Symmetry Potentially Unifies Deep Learning Theory0
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