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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

Universal Approximation Property and Equivalence of Stochastic Computing-Based Neural Networks and Binary Neural Networks AAAI 2019
Near-Lossless Binarization of Word Embeddings AAAI 2019
BAM! Born-Again Multi-Task Networks for Natural Language Understanding ACL 2019
Learning Compressed Sentence Representations for On-Device Text Processing ACL 2019
Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned ACL 2019
Global Sparse Momentum SGD for Pruning Very Deep Neural Networks NIPS 2019
MetaQuant: Learning to Quantize by Learning to Penetrate Non-differentiable Quantization NIPS 2019
AutoAssist: A Framework to Accelerate Training of Deep Neural Networks NIPS 2019
Positive-Unlabeled Compression on the Cloud NIPS 2019
Gate Decorator: Global Filter Pruning Method for Accelerating Deep Convolutional Neural Networks NIPS 2019
Post training 4-bit quantization of convolutional networks for rapid-deployment NIPS 2019
Constrained deep neural network architecture search for IoT devices accounting for hardware calibration NIPS 2019
Learning Fast Algorithms for Linear Transforms Using Butterfly Factorizations ICML 2019
C3AE: Exploring the Limits of Compact Model for Age Estimation CVPR 2019
Sketching for Latent Dirichlet-Categorical Models AISTATS 2019
KCNN: Kernel-wise Quantization to Remarkably Decrease Multiplications in Convolutional Neural Network IJCAI 2019
ECC: Platform-Independent Energy-Constrained Deep Neural Network Compression via a Bilinear Regression Model CVPR 2019
Knowledge Distillation via Route Constrained Optimization ICCV 2019
Universally Slimmable Networks and Improved Training Techniques ICCV 2019
Accel: A Corrective Fusion Network for Efficient Semantic Segmentation on Video CVPR 2019
Knowledge Distillation via Instance Relationship Graph CVPR 2019
Enhanced Bayesian Compression via Deep Reinforcement Learning CVPR 2019
Efficient Multi-Domain Learning by Covariance Normalization CVPR 2019
Simultaneously Optimizing Weight and Quantizer of Ternary Neural Network Using Truncated Gaussian Approximation CVPR 2019
MonoForest framework for tree ensemble analysis NIPS 2019