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2402.10930
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ConSmax: Hardware-Friendly Alternative Softmax with Learnable Parameters
31 January 2024
Shiwei Liu
Guanchen Tao
Yifei Zou
Derek Chow
Zichen Fan
Kauna Lei
Bangfei Pan
Dennis Sylvester
Gregory Kielian
Mehdi Saligane
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Papers citing
"ConSmax: Hardware-Friendly Alternative Softmax with Learnable Parameters"
7 / 7 papers shown
Title
VEXP: A Low-Cost RISC-V ISA Extension for Accelerated Softmax Computation in Transformers
Run Wang
Gamze Islamoglu
Andrea Belano
Viviane Potocnik
Francesco Conti
Angelo Garofalo
Luca Benini
26
0
0
15 Apr 2025
PIM-LLM: A High-Throughput Hybrid PIM Architecture for 1-bit LLMs
Jinendra Malekar
Peyton S. Chandarana
Md Hasibul Amin
Mohammed E. Elbtity
Ramtin Zand
26
1
0
31 Mar 2025
SoftmAP: Software-Hardware Co-design for Integer-Only Softmax on Associative Processors
M. Rakka
J. Li
Guohao Dai
A. Eltawil
M. Fouda
Fadi J. Kurdahi
60
1
0
26 Nov 2024
More Expressive Attention with Negative Weights
Ang Lv
Ruobing Xie
Shuaipeng Li
Jiayi Liao
X. Sun
Zhanhui Kang
Di Wang
Rui Yan
30
0
0
11 Nov 2024
Large Language Model Inference Acceleration: A Comprehensive Hardware Perspective
Jinhao Li
Jiaming Xu
Shan Huang
Yonghua Chen
Wen Li
...
Jiayi Pan
Li Ding
Hao Zhou
Yu Wang
Guohao Dai
57
15
0
06 Oct 2024
DFX: A Low-latency Multi-FPGA Appliance for Accelerating Transformer-based Text Generation
Seongmin Hong
Seungjae Moon
Junsoo Kim
Sungjae Lee
Minsub Kim
Dongsoo Lee
Joo-Young Kim
64
76
0
22 Sep 2022
I-BERT: Integer-only BERT Quantization
Sehoon Kim
A. Gholami
Z. Yao
Michael W. Mahoney
Kurt Keutzer
MQ
86
336
0
05 Jan 2021
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