{"total":21,"rows":[{"id":"2305.19420","title":"What and How does In-Context Learning Learn? Bayesian Model Averaging, Parameterization, and Generalization","created":"2023-05-30","cited_by_count":118,"area":null},{"id":"2310.13088","title":"Sequence Length Independent Norm-Based Generalization Bounds for Transformers","created":"2023-10-19","cited_by_count":29,"area":null},{"id":"2305.08404","title":"Theoretical Analysis of Inductive Biases in Deep Convolutional Networks","created":"2023-05-15","cited_by_count":21,"area":null},{"id":"2206.03299","title":"Generalization Error Bounds for Deep Neural Networks Trained by SGD","created":"2022-06-07","cited_by_count":14,"area":null},{"id":"2306.03288","title":"Deep Learning From Crowdsourced Labels: Coupled Cross-entropy Minimization, Identifiability, and Regularization","created":"2023-06-05","cited_by_count":12,"area":null},{"id":"2202.08070","title":"On Measuring Excess Capacity in Neural Networks","created":"2022-02-16","cited_by_count":9,"area":null},{"id":"2311.05116","title":"Covering Number of Real Algebraic Varieties and Beyond: Improved Bounds and Applications","created":"2023-11-09","cited_by_count":8,"area":null},{"id":"2105.00292","title":"Non-asymptotic Excess Risk Bounds for Classification with Deep Convolutional Neural Networks","created":"2021-05-01","cited_by_count":4,"area":null},{"id":"2205.05500","title":"Analysis of convolutional neural network image classifiers in a rotationally symmetric model","created":"2022-05-11","cited_by_count":4,"area":null},{"id":"2305.11417","title":"Exploring the Complexity of Deep Neural Networks through Functional Equivalence","created":"2023-05-19","cited_by_count":4,"area":null},{"id":"2205.10760","title":"CNNs Avoid Curse of Dimensionality by Learning on Patches","created":"2022-05-22","cited_by_count":3,"area":null},{"id":"2504.08456","title":"Generalization Bounds in Hybrid Quantum-Classical Machine Learning Models","created":"2025-04-11","cited_by_count":3,"area":null},{"id":"2106.05233","title":"Analysis of convolutional neural network image classifiers in a hierarchical max-pooling model with additional local pooling","created":"2021-05-31","cited_by_count":2,"area":null},{"id":"2312.17007","title":"On the rate of convergence of an over-parametrized Transformer classifier learned by gradient descent","created":"2023-12-28","cited_by_count":2,"area":null},{"id":"2402.15284","title":"Spatiotemporal Observer Design for Predictive Learning of High-Dimensional Data","created":"2024-02-23","cited_by_count":2,"area":null},{"id":"2602.23128","title":"Bound to Disagree: Generalization Bounds via Certifiable Surrogates","created":"2026-02-26","cited_by_count":2,"area":null},{"id":"2306.03273","title":"Under-Counted Tensor Completion with Neural Incorporation of Attributes","created":"2023-06-05","cited_by_count":1,"area":null},{"id":"2502.14583","title":"A Theory for Conditional Generative Modeling on Multiple Data Sources","created":"2025-02-20","cited_by_count":1,"area":null},{"id":"2111.14220","title":"On the Robustness and Generalization of Deep Learning Driven Full Waveform Inversion","created":"2021-11-28","cited_by_count":0,"area":null},{"id":"2211.10061","title":"Data-Adaptive Discriminative Feature Localization with Statistically Guaranteed Interpretation","created":"2022-11-18","cited_by_count":0,"area":null},{"id":"2504.08489","title":"Statistically guided deep learning","created":"2025-04-11","cited_by_count":0,"area":null}],"next_cursor":null}