conftrace_

neural network optimization

1293 papers

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Co-occurring keywords

model compression (3302) neural network (6616) convolutional neural network (4226) gradient descent (1144) stochastic gradient descent (1091) efficient computing (781) deep neural network (1803) large language model (13587) knowledge distillation (3725) representation learning (6206)

Papers

Dimension-Free Bounds for Low-Precision Training NIPS 2019
Fine-grained Optimization of Deep Neural Networks NIPS 2019
Analyzing Federated Learning through an Adversarial Lens ICML 2019
Graph Element Networks: adaptive, structured computation and memory ICML 2019
Dropout as a Structured Shrinkage Prior ICML 2019
Towards Faster Training of Global Covariance Pooling Networks by Iterative Matrix Square Root Normalization CVPR 2018
Towards Semi-Supervised Learning for Deep Semantic Role Labeling EMNLP 2018
Beyond Trade-Off: Accelerate FCN-Based Face Detector With Higher Accuracy CVPR 2018
Backpropagating through Structured Argmax using a SPIGOT ACL 2018
From Credit Assignment to Entropy Regularization: Two New Algorithms for Neural Sequence Prediction ACL 2018
Towards Effective Low-Bitwidth Convolutional Neural Networks CVPR 2018
Shift: A Zero FLOP, Zero Parameter Alternative to Spatial Convolutions CVPR 2018
A Linear Speedup Analysis of Distributed Deep Learning with Sparse and Quantized Communication NIPS 2018
NISP: Pruning Networks Using Neuron Importance Score Propagation CVPR 2018
Towards a Mathematical Understanding of the Difficulty in Learning With Feedforward Neural Networks CVPR 2018
The Spectrum of the Fisher Information Matrix of a Single-Hidden-Layer Neural Network NIPS 2018
Are ResNets Provably Better than Linear Predictors? NIPS 2018
Pipe-SGD: A Decentralized Pipelined SGD Framework for Distributed Deep Net Training NIPS 2018
Accelerating Natural Gradient with Higher-Order Invariance ICML 2018
Efficient Video Object Segmentation via Network Modulation CVPR 2018
Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling EMNLP 2018
Surprising properties of dropout in deep networks JMLR 2018
Maximum Principle Based Algorithms for Deep Learning JMLR 2018
ClcNet: Improving the Efficiency of Convolutional Neural Network Using Channel Local Convolutions CVPR 2018
Deep Structured Prediction with Nonlinear Output Transformations NIPS 2018