Learning Compressed Embeddings for On-Device Inference

Learning Compressed Embeddings for On-Device Inference

18 March 2022

Niketan Pansare

Noyan Tokgozoglu

Chandru Venkataraman

Papers citing "Learning Compressed Embeddings for On-Device Inference"

11 / 11 papers shown

Title
A Thorough Performance Benchmarking on Lightweight Embedding-based Recommender Systems Hung Vinh Tran Tong Chen Quoc Viet Hung Nguyen Zi-Rui Huang Lizhen Cui Hongzhi Yin 43 1 0 25 Jun 2024
Fine-Grained Embedding Dimension Optimization During Training for Recommender Systems Qinyi Luo Penghan Wang Wei Zhang Fan Lai Jiachen Mao ... Jun Song Wei-Yu Tsai Shuai Yang Yuxi Hu Xuehai Qian 50 0 0 09 Jan 2024
CAFE: Towards Compact, Adaptive, and Fast Embedding for Large-scale Recommendation Models Hailin Zhang Zirui Liu Boxuan Chen Yikai Zhao Tong Zhao Tong Yang Tengjiao Wang 37 10 0 06 Dec 2023
Experimental Analysis of Large-scale Learnable Vector Storage Compression Hailin Zhang Penghao Zhao Xupeng Miao Yingxia Shao Zirui Liu Tong Yang Tengjiao Wang 32 11 0 27 Nov 2023
Review of compressed embedding layers and their applications for recommender systems Tamás Hajgató 18 0 0 23 Jun 2023
DVFO: Learning-Based DVFS for Energy-Efficient Edge-Cloud Collaborative Inference Ziyang Zhang Yang Zhao Huan Li Changyao Lin Jie Liu 38 13 0 02 Jun 2023
Extracting Text Representations for Terms and Phrases in Technical Domains Francesco Fusco Diego Antognini 35 0 0 25 May 2023
Mem-Rec: Memory Efficient Recommendation System using Alternative Representation Gopu Krishna Jha Anthony Thomas Nilesh Jain Sameh Gobriel Tajana Rosing Ravi Iyer 53 2 0 12 May 2023
Pre-train and Search: Efficient Embedding Table Sharding with Pre-trained Neural Cost Models Daochen Zha Louis Feng Liangchen Luo Bhargav Bhushanam Zirui Liu ... J. McMahon Yuzhen Huang Bryan Clarke A. Kejariwal Xia Hu 55 7 0 03 May 2023
FLINT: A Platform for Federated Learning Integration Ewen N. Wang Ajaykumar Kannan Yuefeng Liang Boyi Chen Mosharaf Chowdhury 40 24 0 24 Feb 2023
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 278 31,267 0 16 Jan 2013