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model compression

3283 papers

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MC

Co-occurring keywords

knowledge distillation (3680) large language model (12755) neural network (6616) efficient computing (779) neural network optimization (1293) transfer learning (5442) convolutional neural network (4216) neural network pruning (265) language model (4573) parameter efficiency (415)

Papers

Deep k-Means: Re-Training and Parameter Sharing with Harder Cluster Assignments for Compressing Deep Convolutions ICML 2018
Where to Prune: Using LSTM to Guide End-to-end Pruning IJCAI 2018
Improving Deep Neural Network Sparsity through Decorrelation Regularization IJCAI 2018
Dynamically Hierarchy Revolution: DirNet for Compressing Recurrent Neural Network on Mobile Devices IJCAI 2018
Deep Discrete Prototype Multilabel Learning IJCAI 2018
Compressing End-to-end ASR Networks by Tensor-Train Decomposition INTERSPEECH 2018
Compression of End-to-End Models INTERSPEECH 2018
On the Application and Compression of Deep Time Delay Neural Network for Embedded Statistical Parametric Speech Synthesis INTERSPEECH 2018
Stronger Generalization Bounds for Deep Nets via a Compression Approach ICML 2018
Cuckoo Feature Hashing: Dynamic Weight Sharing for Sparse Analytics IJCAI 2018
An Optimal Control Approach to Deep Learning and Applications to Discrete-Weight Neural Networks ICML 2018
Statistical Model Compression for Small-Footprint Natural Language Understanding INTERSPEECH 2018
SSR-Net: A Compact Soft Stagewise Regression Network for Age Estimation IJCAI 2018
Automatic DNN Node Pruning Using Mixture Distribution-based Group Regularization INTERSPEECH 2018
Weightless: Lossy weight encoding for deep neural network compression ICML 2018
Adversarial Distillation of Bayesian Neural Network Posteriors ICML 2018
Deterministic Binary Filters for Convolutional Neural Networks IJCAI 2018
Learning Compact Neural Networks with Regularization ICML 2018
Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations JMLR 2018
Efficient DNN Neuron Pruning by Minimizing Layer-wise Nonlinear Reconstruction Error IJCAI 2018
Approximation Algorithms for Cascading Prediction Models ICML 2018
Semi-Orthogonal Low-Rank Matrix Factorization for Deep Neural Networks INTERSPEECH 2018
Pieces of Eight: 8-bit Neural Machine Translation NAACL 2018
Smaller Text Classifiers with Discriminative Cluster Embeddings NAACL 2018
Binarized LSTM Language Model NAACL 2018