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Model Compression

1928 directly classified papers

Papers per year

Papers

Compression of Acoustic Event Detection Models with Quantized Distillation INTERSPEECH 2019
Compacting, Picking and Growing for Unforgetting Continual Learning NIPS 2019
Probability Distillation: A Caveat and Alternatives UAI 2019
AutoPrune: Automatic Network Pruning by Regularizing Auxiliary Parameters NIPS 2019
Channel Gating Neural Networks NIPS 2019
Rethinking Deep Neural Network Ownership Verification: Embedding Passports to Defeat Ambiguity Attacks NIPS 2019
SDC-causing Error Detection Based on Lightweight Vulnerability Prediction ACML 2019
SCAN: A Scalable Neural Networks Framework Towards Compact and Efficient Models NIPS 2019
Generation-Distillation for Efficient Natural Language Understanding in Low-Data Settings EMNLP 2019
Compact and Robust Models for Japanese-English Character-level Machine Translation EMNLP 2019
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search CVPR 2019
One ticket to win them all: generalizing lottery ticket initializations across datasets and optimizers NIPS 2019
On Knowledge distillation from complex networks for response prediction NAACL 2019
Deep Neural Network Quantization via Layer-Wise Optimization Using Limited Training Data AAAI 2019
Patient Knowledge Distillation for BERT Model Compression EMNLP 2019
Private Model Compression via Knowledge Distillation AAAI 2019
Learning Low-precision Neural Networks without Straight-Through Estimator (STE) IJCAI 2019
IA-NET: Acceleration and Compression of Speech Enhancement Using Integer-Adder Deep Neural Network INTERSPEECH 2019
DiffChaser: Detecting Disagreements for Deep Neural Networks IJCAI 2019
Flambé: A Customizable Framework for Machine Learning Experiments ACL 2019
Partial Order Pruning: For Best Speed/Accuracy Trade-Off in Neural Architecture Search CVPR 2019
ShrinkML: End-to-End ASR Model Compression Using Reinforcement Learning INTERSPEECH 2019
A Layer Decomposition-Recomposition Framework for Neuron Pruning towards Accurate Lightweight Networks AAAI 2019
Automatic Detection and Compression for Passive Acoustic Monitoring of the African Forest Elephant AAAI 2019
Parallel Iterative Edit Models for Local Sequence Transduction EMNLP 2019