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SMYRF: Efficient Attention using Asymmetric Clustering

SMYRF: Efficient Attention using Asymmetric Clustering

11 October 2020
Giannis Daras
Nikita Kitaev
Augustus Odena
A. Dimakis
ArXivPDFHTML

Papers citing "SMYRF: Efficient Attention using Asymmetric Clustering"

13 / 13 papers shown
Title
Accelerating Transformers with Spectrum-Preserving Token Merging
Accelerating Transformers with Spectrum-Preserving Token Merging
Hoai-Chau Tran
D. M. Nguyen
Duy M. Nguyen
Trung Thanh Nguyen
Ngan Le
Pengtao Xie
Daniel Sonntag
James Y. Zou
Binh T. Nguyen
Mathias Niepert
39
8
0
25 May 2024
An Evaluation of Memory Optimization Methods for Training Neural
  Networks
An Evaluation of Memory Optimization Methods for Training Neural Networks
Xiaoxuan Liu
Siddharth Jha
Alvin Cheung
26
0
0
26 Mar 2023
Hungry Hungry Hippos: Towards Language Modeling with State Space Models
Hungry Hungry Hippos: Towards Language Modeling with State Space Models
Daniel Y. Fu
Tri Dao
Khaled Kamal Saab
A. Thomas
Atri Rudra
Christopher Ré
73
370
0
28 Dec 2022
Transformers meet Stochastic Block Models: Attention with Data-Adaptive
  Sparsity and Cost
Transformers meet Stochastic Block Models: Attention with Data-Adaptive Sparsity and Cost
Sungjun Cho
Seonwoo Min
Jinwoo Kim
Moontae Lee
Honglak Lee
Seunghoon Hong
38
3
0
27 Oct 2022
Expediting Large-Scale Vision Transformer for Dense Prediction without
  Fine-tuning
Expediting Large-Scale Vision Transformer for Dense Prediction without Fine-tuning
Weicong Liang
Yuhui Yuan
Henghui Ding
Xiao Luo
Weihong Lin
Ding Jia
Zheng-Wei Zhang
Chao Zhang
Hanhua Hu
29
25
0
03 Oct 2022
Efficient Methods for Natural Language Processing: A Survey
Efficient Methods for Natural Language Processing: A Survey
Marcos Vinícius Treviso
Ji-Ung Lee
Tianchu Ji
Betty van Aken
Qingqing Cao
...
Emma Strubell
Niranjan Balasubramanian
Leon Derczynski
Iryna Gurevych
Roy Schwartz
28
109
0
31 Aug 2022
FlashAttention: Fast and Memory-Efficient Exact Attention with
  IO-Awareness
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness
Tri Dao
Daniel Y. Fu
Stefano Ermon
Atri Rudra
Christopher Ré
VLM
63
2,024
0
27 May 2022
cosFormer: Rethinking Softmax in Attention
cosFormer: Rethinking Softmax in Attention
Zhen Qin
Weixuan Sun
Huicai Deng
Dongxu Li
Yunshen Wei
Baohong Lv
Junjie Yan
Lingpeng Kong
Yiran Zhong
24
212
0
17 Feb 2022
Efficient Content-Based Sparse Attention with Routing Transformers
Efficient Content-Based Sparse Attention with Routing Transformers
Aurko Roy
M. Saffar
Ashish Vaswani
David Grangier
MoE
243
580
0
12 Mar 2020
What is the State of Neural Network Pruning?
What is the State of Neural Network Pruning?
Davis W. Blalock
Jose Javier Gonzalez Ortiz
Jonathan Frankle
John Guttag
191
1,027
0
06 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks
Tero Karras
S. Laine
Timo Aila
282
10,354
0
12 Dec 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language
  Understanding
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding
Alex Jinpeng Wang
Amanpreet Singh
Julian Michael
Felix Hill
Omer Levy
Samuel R. Bowman
ELM
297
6,959
0
20 Apr 2018
Effective Approaches to Attention-based Neural Machine Translation
Effective Approaches to Attention-based Neural Machine Translation
Thang Luong
Hieu H. Pham
Christopher D. Manning
218
7,926
0
17 Aug 2015
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