Squeezing Correlated Neurons for Resource-Efficient Deep Neural Networks-Reference-Cited by-同舟云学术

Squeezing Correlated Neurons for Resource-Efficient Deep Neural Networks

Published:2021 Issue: Volume: Page:52-68
ISSN:0302-9743
Container-title:Machine Learning and Knowledge Discovery in Databases
language:
Short-container-title:

Author:

Ozen Elbruz^ORCID,Orailoglu Alex

Publisher

Springer International Publishing

Link

https://link.springer.com/content/pdf/10.1007/978-3-030-67661-2_4

Reference37 articles.

1. Abadi, M., et al.: TensorFlow: a system for large-scale machine learning. In: 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI 2016), pp. 265–283 (2016)

2. Ayinde, B.O., Zurada, J.M.: Building efficient ConvNets using redundant feature pruning. arXiv:1802.07653 (2018)

3. Babaeizadeh, M., Smaragdis, P., Campbell, R.H.: NoiseOut: a simple way to prune neural networks. arXiv:1611.06211 (2016)

4. Chen, C., Seff, A., Kornhauser, A., Xiao, J.: DeepDriving: learning affordance for direct perception in autonomous driving. In: IEEE International Conference on Computer Vision, pp. 2722–2730 (2015)

5. Chen, Y.H., Emer, J., Sze, V.: Eyeriss: a spatial architecture for energy-efficient dataflow for convolutional neural networks. ACM SIGARCH Comput. Architect. News 44–3, 367–379 (2016)

Cited by 5 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Denseflex: A Low Rank Factorization Methodology for Adaptable Dense Layers in DNNs;Proceedings of the 21st ACM International Conference on Computing Frontiers;2024-05-07

2. Towards Highly Compressed CNN Models for Human Activity Recognition in Wearable Devices;2023 Signal Processing: Algorithms, Architectures, Arrangements, and Applications (SPA);2023-09-20

3. Unleashing the Potential of Sparse DNNs Through Synergistic Hardware-Sparsity Co-Design;IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems;2023-04

4. Evolving Complementary Sparsity Patterns for Hardware-Friendly Inference of Sparse DNNs;2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD);2021-11-01

5. SNR: S queezing N umerical R ange Defuses Bit Error Vulnerability Surface in Deep Neural Networks;ACM Transactions on Embedded Computing Systems;2021-10-31