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Learning Theory

Learning theory

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Showing 351–375 of 852 papers

TitleStatusHype
Convergence Rates for Learning Linear Operators from Noisy Data—0
A Simple and General Debiased Machine Learning Theorem with Finite Sample Guarantees—0
Improving Generalization of Sequence Encoder-Decoder Networks for Inverse Imaging of Cardiac Transmembrane Potential—0
Improving Noise Robustness through Abstractions and its Impact on Machine Learning—0
Incomplete Multi-view Multi-label Classification via a Dual-level Contrastive Learning Framework—0
Inductive supervised quantum learning—0
Inference in Sparse Graphs with Pairwise Measurements and Side Information—0
Inferring Ingrained Remote Information in AC Power Flows Using Neuromorphic Modality Regime—0
Exploiting Heterogeneity in Operational Neural Networks by Synaptic Plasticity—0
Credal Learning Theory—0
Information Science Principles of Machine Learning: A Causal Chain Meta-Framework Based on Formalized Information Mapping—0
Information-Theoretic Analysis of Minimax Excess Risk—0
Information-theoretic generalization bounds for learning from quantum data—0
Information Theoretic Guarantees for Empirical Risk Minimization with Applications to Model Selection and Large-Scale Optimization—0
Data-Dependent Generalization Bounds for Parameterized Quantum Models Under Noise—0
Integrated analysis of the urban water-electricity demand nexus in the Midwestern United States—0
Interplay between depth of neural networks and locality of target functions—0
Analyzing Data Selection Techniques with Tools from the Theory of Information Losses—0
Interpreting Deep Learning: The Machine Learning Rorschach Test?—0
Intrinisic Gradient Compression for Federated Learning—0
Explaining generalization in deep learning: progress and fundamental limits—0
Intrinsic Gradient Compression for Scalable and Efficient Federated Learning—0
Introduction to Quantum Reinforcement Learning: Theory and PennyLane-based Implementation—0
Data Selection for ERMs—0
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design—0
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