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neural network regularization

24 papers

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Co-occurring keywords

deep neural network (1803) neural network (6616) feature learning (1311) image classification (1944) image recognition (105) neural network optimization (1293) stochastic gradient descent (1091) convolutional neural network (4226) network regularization (5) overfitting prevention (29)

Papers

Regularized Parameter Uncertainty for Improving Generalization in Reinforcement Learning CVPR 2024
Revisiting Structured Dropout ACML 2023
Inverse-Reference Priors for Fisher Regularization of Bayesian Neural Networks AAAI 2023
Co-Training 2L Submodels for Visual Recognition CVPR 2023
On the Interpretability of Regularisation for Neural Networks Through Model Gradient Similarity NIPS 2022
AutoDropout: Learning Dropout Patterns to Regularize Deep Networks AAAI 2021
Physics-Informed Deep Learning for Traffic State Estimation: A Hybrid Paradigm Informed By Second-Order Traffic Models AAAI 2021
Learning with Hyperspherical Uniformity AISTATS 2021
Regularizing Neural Networks via Adversarial Model Perturbation CVPR 2021
Network-to-Network Regularization: Enforcing Occam's Razor to Improve Generalization NIPS 2021
Adaptive Knowledge Driven Regularization for Deep Neural Networks AAAI 2021
Regularization via Structural Label Smoothing AISTATS 2020
SelectScale: Mining More Patterns from Images via Selective and Soft Dropout IJCAI 2020
CASTLE: Regularization via Auxiliary Causal Graph Discovery NIPS 2020
Regularizing Neural Networks via Minimizing Hyperspherical Energy CVPR 2020
Using Large Corpus N-gram Statistics to Improve Recurrent Neural Language Models NAACL 2019
Guided Dropout AAAI 2019
A Logic-Driven Framework for Consistency of Neural Models EMNLP 2019
Regularizing Deep Neural Networks with an Ensemble-based Decorrelation Method IJCAI 2018
Learning towards Minimum Hyperspherical Energy NIPS 2018
Deep Activation Mixture Model for Speech Recognition INTERSPEECH 2017
Conditional Generative Adversarial Nets Classifier for Spoken Language Identification INTERSPEECH 2017
Top-Down Regularization of Deep Belief Networks NIPS 2013
ImageNet Classification with Deep Convolutional Neural Networks NIPS 2012