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Neural Network Optimization

3648 directly classified papers

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Papers

Neural Architecture Search for Keyword Spotting INTERSPEECH 2020
TKD: Temporal Knowledge Distillation for Active Perception WACV 2020
Wide Hidden Expansion Layer for Deep Convolutional Neural Networks WACV 2020
The Usual Suspects? Reassessing Blame for VAE Posterior Collapse ICML 2020
Momentum Improves Normalized SGD ICML 2020
Stabilizing Differentiable Architecture Search via Perturbation-based Regularization ICML 2020
TRP: Trained Rank Pruning for Efficient Deep Neural Networks IJCAI 2020
On the Convergence of Nesterov’s Accelerated Gradient Method in Stochastic Settings ICML 2020
Compositionality and Capacity in Emergent Languages ACL 2020
Learning Architectures from an Extended Search Space for Language Modeling ACL 2020
Differentiable Window for Dynamic Local Attention ACL 2020
A "Network Pruning Network'' Approach to Deep Model Compression WACV 2020
A General System of Differential Equations to Model First-Order Adaptive Algorithms JMLR 2020
The Implicit Regularization of Stochastic Gradient Flow for Least Squares ICML 2020
pbSGD: Powered Stochastic Gradient Descent Methods for Accelerated Non-Convex Optimization IJCAI 2020
Template-Based Automatic Search of Compact Semantic Segmentation Architectures WACV 2020
Anchor Box Optimization for Object Detection WACV 2020
Gradient Descent with Early Stopping is Provably Robust to Label Noise for Overparameterized Neural Networks AISTATS 2020
A new regret analysis for Adam-type algorithms ICML 2020
Improved Training Strategies for End-to-End Speech Recognition in Digital Voice Assistants INTERSPEECH 2020
Incorporating Noisy Length Constraints into Transformer with Length-aware Positional Encodings COLING 2020
Increasing Learning Efficiency of Self-Attention Networks through Direct Position Interactions, Learnable Temperature, and Convoluted Attention COLING 2020
A Two-Step Approach for Automatic OCR Post-Correction COLING 2020
Smash at SemEval-2020 Task 7: Optimizing the Hyperparameters of ERNIE 2.0 for Humor Ranking and Rating COLING 2020
UMSIForeseer at SemEval-2020 Task 11: Propaganda Detection by Fine-Tuning BERT with Resampling and Ensemble Learning COLING 2020