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Neural Network Optimization

3,649 papers

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Papers

End-to-End Adaptation with Backpropagation Through WFST for On-Device Speech Recognition System INTERSPEECH 2019
Ultra-Compact NLU: Neuronal Network Binarization as Regularization INTERSPEECH 2019
Layer Trajectory BLSTM INTERSPEECH 2019
Two Tiered Distributed Training Algorithm for Acoustic Modeling INTERSPEECH 2019
IA-NET: Acceleration and Compression of Speech Enhancement Using Integer-Adder Deep Neural Network INTERSPEECH 2019
Analysis of Pronunciation Learning in End-to-End Speech Synthesis INTERSPEECH 2019
Token-Level Ensemble Distillation for Grapheme-to-Phoneme Conversion INTERSPEECH 2019
Forget a Bit to Learn Better: Soft Forgetting for CTC-Based Automatic Speech Recognition INTERSPEECH 2019
Environment-Dependent Attention-Driven Recurrent Convolutional Neural Network for Robust Speech Enhancement INTERSPEECH 2019
Self-Attention Transducers for End-to-End Speech Recognition INTERSPEECH 2019
End-to-End Monaural Speech Separation with Multi-Scale Dynamic Weighted Gated Dilated Convolutional Pyramid Network INTERSPEECH 2019
Monotone Learning with Rectified Wire Networks JMLR 2019
Stochastic Modified Equations and Dynamics of Stochastic Gradient Algorithms I: Mathematical Foundations JMLR 2019
Neural Architecture Search: A Survey JMLR 2019
The Common-directions Method for Regularized Empirical Risk Minimization JMLR 2019
Measuring the Effects of Data Parallelism on Neural Network Training JMLR 2019
Spurious Valleys in One-hidden-layer Neural Network Optimization Landscapes JMLR 2019
New Convergence Aspects of Stochastic Gradient Algorithms JMLR 2019
Relaxed Parameter Sharing: Effectively Modeling Time-Varying Relationships in Clinical Time-Series MLHC 2019
Parallelizable Stack Long Short-Term Memory NAACL 2019
An Empirical Investigation of Global and Local Normalization for Recurrent Neural Sequence Models Using a Continuous Relaxation to Beam Search NAACL 2019
Information Aggregation for Multi-Head Attention with Routing-by-Agreement NAACL 2019
Positional Encoding to Control Output Sequence Length NAACL 2019
The Lower The Simpler: Simplifying Hierarchical Recurrent Models NAACL 2019
ABARUAH at SemEval-2019 Task 5 : Bi-directional LSTM for Hate Speech Detection SEMEVAL 2019