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Making Models Shallow Again: Jointly Learning to Reduce Non-Linearity
  and Depth for Latency-Efficient Private Inference

Making Models Shallow Again: Jointly Learning to Reduce Non-Linearity and Depth for Latency-Efficient Private Inference

26 April 2023
Souvik Kundu
Yuke Zhang
Dake Chen
P. Beerel
    3DV
ArXivPDFHTML

Papers citing "Making Models Shallow Again: Jointly Learning to Reduce Non-Linearity and Depth for Latency-Efficient Private Inference"

8 / 8 papers shown
Title
CiMNet: Towards Joint Optimization for DNN Architecture and
  Configuration for Compute-In-Memory Hardware
CiMNet: Towards Joint Optimization for DNN Architecture and Configuration for Compute-In-Memory Hardware
Souvik Kundu
Anthony Sarah
Vinay Joshi
O. J. Omer
S. Subramoney
29
0
0
19 Feb 2024
Linearizing Models for Efficient yet Robust Private Inference
Linearizing Models for Efficient yet Robust Private Inference
Sreetama Sarkar
Souvik Kundu
P. Beerel
AAML
17
0
0
08 Feb 2024
CoPriv: Network/Protocol Co-Optimization for Communication-Efficient
  Private Inference
CoPriv: Network/Protocol Co-Optimization for Communication-Efficient Private Inference
Wenxuan Zeng
Meng Li
Haichuan Yang
Wen-jie Lu
Runsheng Wang
Ru Huang
23
6
0
03 Nov 2023
Mitigate Replication and Copying in Diffusion Models with Generalized
  Caption and Dual Fusion Enhancement
Mitigate Replication and Copying in Diffusion Models with Generalized Caption and Dual Fusion Enhancement
Chenghao Li
Dake Chen
Yuke Zhang
P. Beerel
DiffM
33
7
0
13 Sep 2023
FakeSwarm: Improving Fake News Detection with Swarming Characteristics
FakeSwarm: Improving Fake News Detection with Swarming Characteristics
Jun Wu
Xuesong Ye
25
2
0
30 May 2023
C2PI: An Efficient Crypto-Clear Two-Party Neural Network Private
  Inference
C2PI: An Efficient Crypto-Clear Two-Party Neural Network Private Inference
Yuke Zhang
Dake Chen
Souvik Kundu
Haomei Liu
Ruiheng Peng
P. Beerel
14
8
0
26 Apr 2023
DeepReShape: Redesigning Neural Networks for Efficient Private Inference
DeepReShape: Redesigning Neural Networks for Efficient Private Inference
N. Jha
Brandon Reagen
36
10
0
20 Apr 2023
CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU
CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU
Sijun Tan
Brian Knott
Yuan Tian
David J. Wu
BDL
FedML
57
184
0
22 Apr 2021
1