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

Learning Deeper Non-Monotonic Networks by Softly Transferring Solution Space IJCAI 2021
Linear Transformers Are Secretly Fast Weight Programmers ICML 2021
Only Time Can Tell: Discovering Temporal Data for Temporal Modeling WACV 2021
FracBits: Mixed Precision Quantization via Fractional Bit-Widths AAAI 2021
Empirical Analysis of Generalized Iterative Speech Separation Networks INTERSPEECH 2021
When MAML Can Adapt Fast and How to Assist When It Cannot AISTATS 2021
Tied & Reduced RNN-T Decoder INTERSPEECH 2021
AutoDropout: Learning Dropout Patterns to Regularize Deep Networks AAAI 2021
On the number of linear functions composing deep neural network: Towards a refined definition of neural networks complexity AISTATS 2021
Path-BN: Towards effective batch normalization in the Path Space for ReLU networks UAI 2021
On the Validity of Modeling SGD with Stochastic Differential Equations (SDEs) NIPS 2021
Uncertainty-aware Binary Neural Networks IJCAI 2021
An optimization and generalization analysis for max-pooling networks UAI 2021
ACMo: Angle-Calibrated Moment Methods for Stochastic Optimization AAAI 2021
DI-Fusion: Online Implicit 3D Reconstruction With Deep Priors CVPR 2021
Elastic Consistency: A Practical Consistency Model for Distributed Stochastic Gradient Descent AAAI 2021
Training deep residual networks for uniform approximation guarantees L4DC 2021
CAKES: Channel-wise Automatic KErnel Shrinking for Efficient 3D Networks AAAI 2021
On Lipschitz Regularization of Convolutional Layers using Toeplitz Matrix Theory AAAI 2021
Understanding Decoupled and Early Weight Decay AAAI 2021
Learning with Retrospection AAAI 2021
Deeplite NeutrinoTM: A BlackBox Framework for Constrained Deep Learning Model Optimization AAAI 2021
Orthogonal Over-Parameterized Training CVPR 2021
MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge NIPS 2021
Learning Graph Neural Networks with Approximate Gradient Descent AAAI 2021