Sparsity Optimization

Comet: Accelerating Private Inference for Large Language Model by Predicting Activation Sparsity

Authors: Guang Yan, Yuhui Zhang, Zimu Guo, Lutan Zhao, Xiaojun Chen, Chen Wang, Wenhao Wang, Dan Meng, Rui Hou | Published: 2025-05-12
Sparsity Optimization
Sparse Representation
Privacy Design Principles
2025.05.12 2025.05.28
Literature Database

Sparsity Turns Adversarial: Energy and Latency Attacks on Deep Neural Networks

Authors: Sarada Krithivasan, Sanchari Sen, Anand Raghunathan | Published: 2020-06-14 | Updated: 2020-09-14
Sparsity Optimization
Adversarial Example
Adversarial attack
2020.06.14 2025.05.28
Literature Database

Enhancing Adversarial Defense by k-Winners-Take-All

Authors: Chang Xiao, Peilin Zhong, Changxi Zheng | Published: 2019-05-25 | Updated: 2019-10-29
Sparsity Optimization
Vulnerability of Adversarial Examples
Machine Learning Method
2019.05.25 2025.05.28
Literature Database

Adversarial Noise Attacks of Deep Learning Architectures — Stability Analysis via Sparse Modeled Signals

Authors: Yaniv Romano, Aviad Aberdam, Jeremias Sulam, Michael Elad | Published: 2018-05-29 | Updated: 2019-08-05
Sparsity Optimization
Certified Robustness
Watermark Evaluation
2018.05.29 2025.05.28
Literature Database