generalization error

The effect of Leaky ReLUs on the training and generalization of overparameterized networks AISTATS 2024 The Sample Complexity of Gradient Descent in Stochastic Convex Optimization NeurIPS 2024 Towards Realistic Model Selection for Semi-supervised Learning ICML 2024 Understanding Scaling Laws with Statistical and Approximation Theory for Transformer Neural Networks on Intrinsically Low-dimensional Data NeurIPS 2024 Understanding the Impact of Introducing Constraints at Inference Time on Generalization Error ICML 2024 Universality in Transfer Learning for Linear Models NeurIPS 2024 What Improves the Generalization of Graph Transformers? A Theoretical Dive into the Self-attention and Positional Encoding ICML 2024 Adaptive Data-Free Quantization CVPR 2023 A General Representation Learning Framework with Generalization Performance Guarantees ICML 2023 Algorithmic Stability of Heavy-Tailed Stochastic Gradient Descent on Least Squares ALT 2023 Anonymous Learning via Look-Alike Clustering: A Precise Analysis of Model Generalization NeurIPS 2023 Are Gaussian Data All You Need? The Extents and Limits of Universality in High-Dimensional Generalized Linear Estimation ICML 2023 A Spectral Theory of Neural Prediction and Alignment NeurIPS 2023 A Theoretical Understanding of Shallow Vision Transformers: Learning, Generalization, and Sample Complexity ICLR 2023 A U-turn on Double Descent: Rethinking Parameter Counting in Statistical Learning NeurIPS 2023 Benign Overfitting in Deep Neural Networks under Lazy Training ICML 2023 Bidirectional Adaptation for Robust Semi-Supervised Learning with Inconsistent Data Distributions ICML 2023 Dissecting the Effects of SGD Noise in Distinct Regimes of Deep Learning ICML 2023 Exploring Active 3D Object Detection from a Generalization Perspective ICLR 2023 Free Energy of Bayesian Convolutional Neural Network with Skip Connection ACML 2023 Generalization error bounds for multiclass sparse linear classifiers JMLR 2023 Generalization Error Bounds for Noisy, Iterative Algorithms via Maximal Leakage COLT 2023 GradPU: Positive-Unlabeled Learning via Gradient Penalty and Positive Upweighting AAAI 2023 Graph Convolutional Kernel Machine versus Graph Convolutional Networks NeurIPS 2023 How Does Information Bottleneck Help Deep Learning? ICML 2023