スパース性最適化

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
スパース性最適化
スパース表現
プライバシー設計原則

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
スパース性最適化
敵対的サンプル
敵対的攻撃

Enhancing Adversarial Defense by k-Winners-Take-All

Authors: Chang Xiao, Peilin Zhong, Changxi Zheng | Published: 2019-05-25 | Updated: 2019-10-29
スパース性最適化
敵対的サンプルの脆弱性
機械学習手法

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
スパース性最適化
モデルの頑健性保証
透かし評価