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Neural Network Optimization

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Papers

HMM-Free Encoder Pre-Training for Streaming RNN Transducer INTERSPEECH 2021
Scaling Laws for Acoustic Models INTERSPEECH 2021
Generalized Spatio-Temporal RNN Beamformer for Target Speech Separation INTERSPEECH 2021
Using Transposed Convolution for Articulatory-to-Acoustic Conversion from Real-Time MRI Data INTERSPEECH 2021
Empirical Analysis of Generalized Iterative Speech Separation Networks INTERSPEECH 2021
Hierarchical Context-Aware Transformers for Non-Autoregressive Text to Speech INTERSPEECH 2021
An Improved Single Step Non-Autoregressive Transformer for Automatic Speech Recognition INTERSPEECH 2021
Partially-Connected Differentiable Architecture Search for Deepfake and Spoofing Detection INTERSPEECH 2021
Acoustic Echo Cancellation with Cross-Domain Learning INTERSPEECH 2021
Approximate Newton Methods JMLR 2021
Path Length Bounds for Gradient Descent and Flow JMLR 2021
Phase Diagram for Two-layer ReLU Neural Networks at Infinite-width Limit JMLR 2021
Optimization with Momentum: Dynamical, Control-Theoretic, and Symplectic Perspectives JMLR 2021
Gradient Methods Never Overfit On Separable Data JMLR 2021
LassoNet: A Neural Network with Feature Sparsity JMLR 2021
An algorithmic view of L2 regularization and some path-following algorithms JMLR 2021
When Does Gradient Descent with Logistic Loss Find Interpolating Two-Layer Networks? JMLR 2021
Implicit Self-Regularization in Deep Neural Networks: Evidence from Random Matrix Theory and Implications for Learning JMLR 2021
The Dynamics of Gradient Descent for Overparametrized Neural Networks L4DC 2021
Probing Word Translations in the Transformer and Trading Decoder for Encoder Layers NAACL 2021
SmBoP: Semi-autoregressive Bottom-up Semantic Parsing NAACL 2021
Noise Stability Regularization for Improving BERT Fine-tuning NAACL 2021
Empirical Evaluation of Pre-trained Transformers for Human-Level NLP: The Role of Sample Size and Dimensionality NAACL 2021
On the Transformer Growth for Progressive BERT Training NAACL 2021
Multi-Grained Knowledge Distillation for Named Entity Recognition NAACL 2021