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neural network generalization

19 papers

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Co-occurring keywords

neural network (6616) data augmentation (3052) domain generalization (1522) frequency analysis (80) neural network robustness (92) gradient descent (1144) neural network optimization (1293) image classification (1944) explicit regularization (7) layer-wise perturbation (2)

Papers

Probing Neural Network Generalization using Default Patterns NAACL 2025
Defog Artificial Intelligence Glasses: Neural Networks for the Imperfect Real World AAAI 2024
Improving Neural Network Generalization on Data-Limited Regression with Doubly-Robust Boosting AAAI 2024
The Implicit Bias of Gradient Descent toward Collaboration between Layers: A Dynamic Analysis of Multilayer Perceptions NIPS 2024
PDE+: Enhancing Generalization via PDE with Adaptive Distributional Diffusion AAAI 2024
MixupE: Understanding and improving Mixup from directional derivative perspective UAI 2023
Explicit Regularization in Overparametrized Models via Noise Injection AISTATS 2023
Improve Video Representation with Temporal Adversarial Augmentation IJCAI 2023
Wide-minima Density Hypothesis and the Explore-Exploit Learning Rate Schedule JMLR 2023
When Neural Networks Fail to Generalize? A Model Sensitivity Perspective AAAI 2023
CTL++: Evaluating Generalization on Never-Seen Compositional Patterns of Known Functions, and Compatibility of Neural Representations EMNLP 2022
Self-Guidance: Improve Deep Neural Network Generalization via Knowledge Distillation WACV 2022
Task Discovery: Finding the Tasks that Neural Networks Generalize on NIPS 2022
Spectral Bias in Practice: The Role of Function Frequency in Generalization NIPS 2022
Rethinking Bias-Variance Trade-off for Generalization of Neural Networks ICML 2020
Exactly Computing the Local Lipschitz Constant of ReLU Networks NIPS 2020
Compositionality Decomposed: How do Neural Networks Generalise? (Extended Abstract) IJCAI 2020
On the Structural Sensitivity of Deep Convolutional Networks to the Directions of Fourier Basis Functions CVPR 2019
Modern Neural Networks Generalize on Small Data Sets NIPS 2018