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Neural Network Optimization

3648 directly classified papers

Papers per year

Papers

IA-NET: Acceleration and Compression of Speech Enhancement Using Integer-Adder Deep Neural Network INTERSPEECH 2019
Compressing Convolutional Neural Networks via Factorized Convolutional Filters CVPR 2019
Neurons Merging Layer: Towards Progressive Redundancy Reduction for Deep Supervised Hashing IJCAI 2019
Local to Global Learning: Gradually Adding Classes for Training Deep Neural Networks CVPR 2019
Ultra-Compact NLU: Neuronal Network Binarization as Regularization INTERSPEECH 2019
LSTM Based Similarity Measurement with Spectral Clustering for Speaker Diarization INTERSPEECH 2019
One-Shot Neural Architecture Search via Self-Evaluated Template Network ICCV 2019
Exploring Randomly Wired Neural Networks for Image Recognition ICCV 2019
A Universally Optimal Multistage Accelerated Stochastic Gradient Method NIPS 2019
Shadowing Properties of Optimization Algorithms NIPS 2019
Recurrent Neural Networks With Intra-Frame Iterations for Video Deblurring CVPR 2019
AutoAugment: Learning Augmentation Strategies From Data CVPR 2019
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search CVPR 2019
Communication-Efficient Distributed Blockwise Momentum SGD with Error-Feedback NIPS 2019
Stochastic Nonconvex Optimization with Large Minibatches ALT 2019
End-to-End Adaptation with Backpropagation Through WFST for On-Device Speech Recognition System INTERSPEECH 2019
Lookahead Optimizer: k steps forward, 1 step back NIPS 2019
ZO-AdaMM: Zeroth-Order Adaptive Momentum Method for Black-Box Optimization NIPS 2019
SpiderBoost and Momentum: Faster Variance Reduction Algorithms NIPS 2019
The Step Decay Schedule: A Near Optimal, Geometrically Decaying Learning Rate Procedure For Least Squares NIPS 2019
Multinomial Distribution Learning for Effective Neural Architecture Search ICCV 2019
Painless Stochastic Gradient: Interpolation, Line-Search, and Convergence Rates NIPS 2019
Augmented Neural ODEs NIPS 2019
Information Aggregation for Multi-Head Attention with Routing-by-Agreement NAACL 2019
Deconstructing Lottery Tickets: Zeros, Signs, and the Supermask NIPS 2019