Realistic acceleration of neural networks with fine-grained tensor decomposition

Algorithms of matrix recovery based on truncated Schatten p-norm

(2021) Chenglin Wen et al.   International Journal of Machine Learning and Cybernetics

QTTNet: Quantized tensor train neural networks for 3D object and video recognition

(2021) Donghyun Lee et al.   NEURAL NETWORKS

Adjusting Learning Depth in Nonnegative Latent Factorization of Tensors for Accurately Modeling Temporal Patterns in Dynamic QoS Data

(2021) Xin Luo et al.   IEEE Transactions on Automation Science and Engineering

Nonlinear tensor train format for deep neural network compression

(2021) Dingheng Wang et al.   NEURAL NETWORKS

Training high-performance and large-scale deep neural networks with full 8-bit integers

(2020) Yukuan Yang et al.   NEURAL NETWORKS

Model Compression and Hardware Acceleration for Neural Networks: A Comprehensive Survey

(2020) By Lei Deng et al.   PROCEEDINGS OF THE IEEE

An 8.93 TOPS/W LSTM Recurrent Neural Network Accelerator Featuring Hierarchical Coarse-Grain Sparsity for On-Device Speech Recognition

(2020) Deepak Kadetotad et al.   IEEE JOURNAL OF SOLID-STATE CIRCUITS

Compressing 3DCNNs based on tensor train decomposition

(2020) Dingheng Wang et al.   NEURAL NETWORKS

Hybrid tensor decomposition in neural network compression

(2020) Bijiao Wu et al.   NEURAL NETWORKS

Semisupervised Discriminant Multimanifold Analysis for Action Recognition

(2019) Zengmin Xu et al.   IEEE Transactions on Neural Networks and Learning Systems

Toward Compact ConvNets via Structure-Sparsity Regularized Filter Pruning

(2019) Shaohui Lin et al.   IEEE Transactions on Neural Networks and Learning Systems

Tensor Networks for Latent Variable Analysis: Higher Order Canonical Polyadic Decomposition

(2019) Anh-Huy Phan et al.   IEEE Transactions on Neural Networks and Learning Systems

Non-Negative Latent Factor Model Based on β-Divergence for Recommender Systems

(2019) Luo Xin et al.   IEEE Transactions on Systems Man Cybernetics-Systems

An Instance-Frequency-Weighted Regularization Scheme for Non-Negative Latent Factor Analysis on High-Dimensional and Sparse Data

(2019) Xin Luo et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Long-Term Temporal Convolutions for Action Recognition

(2018) Gul Varol et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Speaker-Adapted Confidence Measures for ASR Using Deep Bidirectional Recurrent Neural Networks

(2018) Miguel Angel Del-Agua et al.   IEEE-ACM Transactions on Audio Speech and Language Processing

LTNN: A Layerwise Tensorized Compression of Multilayer Neural Network

(2018) Hantao Huang et al.   IEEE Transactions on Neural Networks and Learning Systems

LSTM: A Search Space Odyssey

(2017) Klaus Greff et al.   IEEE Transactions on Neural Networks and Learning Systems

Alternating Minimal Energy Methods for Linear Systems in Higher Dimensions

(2014) Sergey V. Dolgov et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Tensor-Train Decomposition

(2011) I. V. Oseledets   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Hierarchical Singular Value Decomposition of Tensors

(2010) Lars Grasedyck   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

Decompositions of a Higher-Order Tensor in Block Terms—Part II: Definitions and Uniqueness

(2008) Lieven De Lathauwer   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS