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matrix decomposition

119 papers

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Also known as

SVD

Co-occurring keywords

model compression (3283) matrix factorization (529) low-rank approximation (322) dimensionality reduction (720) principal component analysis (316) unsupervised learning (3255) low-rank decomposition (36) singular value decomposition (216) robust principal component analysis (62) convex optimization (1320)

Papers

Dynamic Low-rank Estimation for Transformer-based Language Models EMNLP 2023
Numerical Optimizations for Weighted Low-rank Estimation on Language Models EMNLP 2022
Faster Noisy Power Method ALT 2022
D-GCCA: Decomposition-based Generalized Canonical Correlation Analysis for Multi-view High-dimensional Data JMLR 2022
Bias aware probabilistic Boolean matrix factorization UAI 2022
Projected Robust PCA with Application to Smooth Image Recovery JMLR 2022
Eigencontours: Novel Contour Descriptors Based on Low-Rank Approximation CVPR 2022
Efficient Compact Bilinear Pooling via Kronecker Product AAAI 2022
Single Pass Entrywise-Transformed Low Rank Approximation ICML 2021
Compressing Neural Networks: Towards Determining the Optimal Layer-wise Decomposition NIPS 2021
Identification of Matrix Joint Block Diagonalization AISTATS 2021
Characterizing the Loss Landscape in Non-Negative Matrix Factorization AAAI 2021
Principal component analysis in the stochastic differential privacy model UAI 2021
A Blind Block Term Decomposition of High Order Tensors AAAI 2021
SOFT: Softmax-free Transformer with Linear Complexity NIPS 2021
Improving Word Embedding Factorization for Compression Using Distilled Nonlinear Neural Decomposition EMNLP 2020
Compressing Pre-trained Language Models by Matrix Decomposition AACL 2020
Learning Mixed Latent Tree Models JMLR 2020
A Bias Trick for Centered Robust Principal Component Analysis (Student Abstract) AAAI 2020
Disentangling Direct and Indirect Interactions in Polytomous Item Response Theory Models IJCAI 2020
FLAMBE: Structural Complexity and Representation Learning of Low Rank MDPs NIPS 2020
An end-to-end Differentially Private Latent Dirichlet Allocation Using a Spectral Algorithm ICML 2020
Adversarial Nonnegative Matrix Factorization ICML 2020
Community Detection and Link Prediction via Cluster-driven Low-rank Matrix Completion IJCAI 2019
Towards Practical Alternating Least-Squares for CCA NIPS 2019