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Neural Network Optimization

3,649 papers

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Papers

Quantization Aware Training with Absolute-Cosine Regularization for Automatic Speech Recognition INTERSPEECH 2020
End-to-End ASR with Adaptive Span Self-Attention INTERSPEECH 2020
Acoustic-to-Articulatory Inversion with Deep Autoregressive Articulatory-WaveNet INTERSPEECH 2020
Nonlinear Residual Echo Suppression Using a Recurrent Neural Network INTERSPEECH 2020
Joint Detection of Sentence Stress and Phrase Boundary for Prosody INTERSPEECH 2020
Visual Speech In Real Noisy Environments (VISION): A Novel Benchmark Dataset and Deep Learning-Based Baseline System INTERSPEECH 2020
Target Propagation in Recurrent Neural Networks JMLR 2020
Dynamical Systems as Temporal Feature Spaces JMLR 2020
A General System of Differential Equations to Model First-Order Adaptive Algorithms JMLR 2020
A Unified Framework of Online Learning Algorithms for Training Recurrent Neural Networks JMLR 2020
Convergence Rates for the Stochastic Gradient Descent Method for Non-Convex Objective Functions JMLR 2020
Chaining Meets Chain Rule: Multilevel Entropic Regularization and Training of Neural Networks JMLR 2020
Nesterov's Acceleration for Approximate Newton JMLR 2020
New Insights and Perspectives on the Natural Gradient Method JMLR 2020
Estimate Sequences for Stochastic Composite Optimization: Variance Reduction, Acceleration, and Robustness to Noise JMLR 2020
Asymptotic Analysis via Stochastic Differential Equations of Gradient Descent Algorithms in Statistical and Computational Paradigms JMLR 2020
AdaGrad stepsizes: Sharp convergence over nonconvex landscapes JMLR 2020
Time-Aware Transformer-based Network for Clinical Notes Series Prediction MLHC 2020
Retiarii: A Deep Learning Exploratory-Training Framework OSDI 2020
KungFu: Making Training in Distributed Machine Learning Adaptive OSDI 2020
Hasyarasa at SemEval-2020 Task 7: Quantifying Humor as Departure from Expectedness SEMEVAL 2020
YNU-HPCC at SemEval-2020 Task 7: Using an Ensemble BiGRU Model to Evaluate the Humor of Edited News Titles SEMEVAL 2020
PsuedoProp at SemEval-2020 Task 11: Propaganda Span Detection Using BERT-CRF and Ensemble Sentence Level Classifier SEMEVAL 2020
Wide Hidden Expansion Layer for Deep Convolutional Neural Networks WACV 2020
TKD: Temporal Knowledge Distillation for Active Perception WACV 2020