tensor train decomposition

Efficient frequent directions algorithms for approximate decomposition of matrices and higher-order tensors JMLR 2026 AdaZeta: Adaptive Zeroth-Order Tensor-Train Adaption for Memory-Efficient Large Language Models Fine-Tuning EMNLP 2024 Efficient Leverage Score Sampling for Tensor Train Decomposition NeurIPS 2024 Tensor-train methods for sequential state and parameter learning in state-space models JMLR 2024 Efficient Structure-preserving Support Tensor Train Machine JMLR 2023 Error Analysis of Tensor-Train Cross Approximation NeurIPS 2022 Hypoformer: Hybrid Decomposition Transformer for Edge-friendly Neural Machine Translation EMNLP 2022 tntorch: Tensor Network Learning with PyTorch JMLR 2022 Towards Practical Control of Singular Values of Convolutional Layers NeurIPS 2022 Spectral Tensor Train Parameterization of Deep Learning Layers AISTATS 2021 Convolutional Tensor-Train LSTM for Spatio-Temporal Learning NeurIPS 2020 Tensorized Embedding Layers EMNLP 2020 Compressing End-to-end ASR Networks by Tensor-Train Decomposition Interspeech 2018 Scalable Gaussian Processes with Billions of Inducing Inputs via Tensor Train Decomposition AISTATS 2018 Efficient High-Dimensional Stochastic Optimal Motion Control using Tensor-Train Decomposition RSS 2015