Maestro: Uncovering Low-Rank Structures via Trainable Decomposition

Maestro: Uncovering Low-Rank Structures via Trainable Decomposition

28 August 2023

Samuel Horváth

Stefanos Laskaridis

Shashank Rajput

Papers citing "Maestro: Uncovering Low-Rank Structures via Trainable Decomposition"

10 / 10 papers shown

Title
Forget the Data and Fine-Tuning! Just Fold the Network to Compress Dong Wang Haris Šikić Lothar Thiele O. Saukh 42 0 0 17 Feb 2025
FRUGAL: Memory-Efficient Optimization by Reducing State Overhead for Scalable Training Philip Zmushko Aleksandr Beznosikov Martin Takáč Samuel Horváth 34 0 0 12 Nov 2024
MELTing point: Mobile Evaluation of Language Transformers Stefanos Laskaridis Kleomenis Katevas Lorenzo Minto Hamed Haddadi 21 4 0 19 Mar 2024
Efficient Compression of Overparameterized Deep Models through Low-Dimensional Learning Dynamics Soo Min Kwon Zekai Zhang Dogyoon Song Laura Balzano Qing Qu 25 2 0 08 Nov 2023
Cuttlefish: Low-Rank Model Training without All the Tuning Hongyi Wang Saurabh Agarwal Pongsakorn U-chupala Yoshiki Tanaka Eric P. Xing Dimitris Papailiopoulos OffRL 42 21 0 04 May 2023
Efficient and Private Federated Learning with Partially Trainable Networks Hakim Sidahmed Zheng Xu Ankush Garg Yuan Cao Mingqing Chen FedML 36 13 0 06 Oct 2021
Smart at what cost? Characterising Mobile Deep Neural Networks in the wild Mario Almeida Stefanos Laskaridis Abhinav Mehrotra L. Dudziak Ilias Leontiadis Nicholas D. Lane HAI 93 41 0 28 Sep 2021
Initialization and Regularization of Factorized Neural Layers M. Khodak Neil A. Tenenholtz Lester W. Mackey Nicolò Fusi 63 56 0 03 May 2021
FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout Samuel Horváth Stefanos Laskaridis Mario Almeida Ilias Leondiadis Stylianos I. Venieris Nicholas D. Lane 162 206 0 26 Feb 2021
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 948 20,214 0 17 Apr 2017