Machine Learning · Computer Science
Making Models Shallow Again: Jointly Learning to Reduce Non-Linearity and Depth for Latency-Efficient Private Inference
Souvik Kundu, Yuke Zhang, Dake Chen, Peter A. Beerel
2023-04-27
Machine Learning · Computer Science
Attention-Based Guided Structured Sparsity of Deep Neural Networks
Amirsina Torfi, Rouzbeh A. Shirvani, Sobhan Soleymani, Nasser M. Nasrabadi
2018-07-17
Computer Vision and Pattern Recognition · Computer Science
Layer Folding: Neural Network Depth Reduction using Activation Linearization
Amir Ben Dror, Niv Zehngut, Avraham Raviv, Evgeny Artyomov +2
2021-09-06
Machine Learning · Computer Science
Towards Compact and Robust Deep Neural Networks
Vikash Sehwag, Shiqi Wang, Prateek Mittal, Suman Jana
2019-06-17
Computer Vision and Pattern Recognition · Computer Science
Gradually Updated Neural Networks for Large-Scale Image Recognition
Siyuan Qiao, Zhishuai Zhang, Wei Shen, Bo Wang +1
2018-02-13
Computer Vision and Pattern Recognition · Computer Science
Progressive Learning of Low-Precision Networks
Zhengguang Zhou, Wengang Zhou, Xutao Lv, Xuan Huang +2
2019-05-29
Computer Vision and Pattern Recognition · Computer Science
Towards Better Accuracy-efficiency Trade-offs: Divide and Co-training
Shuai Zhao, Liguang Zhou, Wenxiao Wang, Deng Cai +2
2022-09-07
Computer Vision and Pattern Recognition · Computer Science
Boosting Pruned Networks with Linear Over-parameterization
Yu Qian, Jian Cao, Xiaoshuang Li, Jie Zhang +2
2024-01-01
Neural and Evolutionary Computing · Computer Science
Large-Scale Evolution of Image Classifiers
Esteban Real, Sherry Moore, Andrew Selle, Saurabh Saxena +4
2017-06-13
Machine Learning · Statistics
Large Margin Deep Networks for Classification
Gamaleldin F. Elsayed, Dilip Krishnan, Hossein Mobahi, Kevin Regan +1
2018-12-05
Neural and Evolutionary Computing · Computer Science
Efficient Stochastic Inference of Bitwise Deep Neural Networks
Sebastian Vogel, Christoph Schorn, Andre Guntoro, Gerd Ascheid
2016-11-22
Computer Vision and Pattern Recognition · Computer Science
Towards Effective Low-bitwidth Convolutional Neural Networks
Bohan Zhuang, Chunhua Shen, Mingkui Tan, Lingqiao Liu +1
2021-06-05
Computer Vision and Pattern Recognition · Computer Science
Learning to Linearize Deep Neural Networks for Secure and Efficient Private Inference
Souvik Kundu, Shunlin Lu, Yuke Zhang, Jacqueline Liu +1
2023-01-24