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Towards Inference Efficient Deep Ensemble Learning

Towards Inference Efficient Deep Ensemble Learning

29 January 2023
Ziyue Li
Kan Ren
Yifan Yang
Xinyang Jiang
Yuqing Yang
Dongsheng Li
    BDL
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Papers citing "Towards Inference Efficient Deep Ensemble Learning"

9 / 9 papers shown
Title
Two is Better than One: Efficient Ensemble Defense for Robust and Compact Models
Two is Better than One: Efficient Ensemble Defense for Robust and Compact Models
Yoojin Jung
Byung Cheol Song
AAML
VLM
MQ
34
0
0
07 Apr 2025
R2-T2: Re-Routing in Test-Time for Multimodal Mixture-of-Experts
R2-T2: Re-Routing in Test-Time for Multimodal Mixture-of-Experts
Zhongyang Li
Ziyue Li
Tianyi Zhou
MoE
44
0
0
27 Feb 2025
The More the Merrier? Navigating Accuracy vs. Energy Efficiency Design
  Trade-Offs in Ensemble Learning Systems
The More the Merrier? Navigating Accuracy vs. Energy Efficiency Design Trade-Offs in Ensemble Learning Systems
Rafiullah Omar
Justus Bogner
H. Muccini
Patricia Lago
Silverio Martínez-Fernández
Xavier Franch
19
1
0
03 Jul 2024
Green AI in Action: Strategic Model Selection for Ensembles in
  Production
Green AI in Action: Strategic Model Selection for Ensembles in Production
Nienke Nijkamp
June Sallou
Niels van der Heijden
Luís Cruz
23
1
0
21 May 2024
Protecting the Future: Neonatal Seizure Detection with Spatial-Temporal
  Modeling
Protecting the Future: Neonatal Seizure Detection with Spatial-Temporal Modeling
Ziyue Li
Yuchen Fang
You Li
Kan Ren
Yansen Wang
Xufang Luo
Juanyong Duan
Congrui Huang
Dongsheng Li
Lili Qiu
10
6
0
02 Jul 2023
MUBen: Benchmarking the Uncertainty of Molecular Representation Models
MUBen: Benchmarking the Uncertainty of Molecular Representation Models
Yinghao Li
Lingkai Kong
Yuanqi Du
Yue Yu
Yuchen Zhuang
Wenhao Mu
Chao Zhang
22
8
0
14 Jun 2023
Towards Applicable Reinforcement Learning: Improving the Generalization
  and Sample Efficiency with Policy Ensemble
Towards Applicable Reinforcement Learning: Improving the Generalization and Sample Efficiency with Policy Ensemble
Zhengyu Yang
Kan Ren
Xufang Luo
Minghuan Liu
Weiqing Liu
Jiang Bian
Weinan Zhang
Dongsheng Li
25
19
0
19 May 2022
Pruning and Quantization for Deep Neural Network Acceleration: A Survey
Pruning and Quantization for Deep Neural Network Acceleration: A Survey
Tailin Liang
C. Glossner
Lei Wang
Shaobo Shi
Xiaotong Zhang
MQ
124
665
0
24 Jan 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep
  Ensembles
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
268
5,635
0
05 Dec 2016
1