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structured matrix

14 papers

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model compression (3283) neural network (6616) compressed sensing (198) efficient computing (779) kernel approximation (100) matrix recovery (51) weight matrix (30) parameter efficiency (415) weight compression (11) orthogonal matrix (29)

Papers

ProcrustesGPT: Compressing LLMs with Structured Matrices and Orthogonal Transformations ACL 2025
Searching for Efficient Linear Layers over a Continuous Space of Structured Matrices NIPS 2024
Building on Efficient Foundations: Effective Training of LLMs with Structured Feedforward Layers NIPS 2024
Group and Shuffle: Efficient Structured Orthogonal Parametrization NIPS 2024
BLAST: Block-Level Adaptive Structured Matrices for Efficient Deep Neural Network Inference NIPS 2024
Structured Matrix Basis for Multivariate Time Series Forecasting with Interpretable Dynamics NIPS 2024
Monarch: Expressive Structured Matrices for Efficient and Accurate Training ICML 2022
Scalable First-Order Bayesian Optimization via Structured Automatic Differentiation ICML 2022
Learning Compressed Transforms with Low Displacement Rank NIPS 2018
Structured Matrix Recovery via the Generalized Dantzig Selector NIPS 2016
Orthogonal Random Features NIPS 2016
Recycling Randomness with Structure for Sublinear time Kernel Expansions ICML 2016
Fast Orthogonal Projection Based on Kronecker Product ICCV 2015
Efficient Structured Matrix Rank Minimization NIPS 2014