最適化手法

Privacy Amplification Via Bernoulli Sampling

Authors: Jacob Imola, Kamalika Chaudhuri | Published: 2021-05-21 | Updated: 2021-10-18
プライバシー保護手法
情報理論的評価
最適化手法

GALA: Greedy ComputAtion for Linear Algebra in Privacy-Preserved Neural Networks

Authors: Qiao Zhang, Chunsheng Xin, Hongyi Wu | Published: 2021-05-05
データ管理システム
プライバシー保護
最適化手法

Statistical inference for individual fairness

Authors: Subha Maity, Songkai Xue, Mikhail Yurochkin, Yuekai Sun | Published: 2021-03-30
リスク評価手法
公平性評価
最適化手法

Enabling Homomorphically Encrypted Inference for Large DNN Models

Authors: Guillermo Lloret-Talavera, Marc Jorda, Harald Servat, Fabian Boemer, Chetan Chauhan, Shigeki Tomishima, Nilesh N. Shah, Antonio J. Peña | Published: 2021-03-30 | Updated: 2021-04-29
メモリゼーションの測定
暗号化手法
最適化手法

Graph Unlearning

Authors: Min Chen, Zhikun Zhang, Tianhao Wang, Michael Backes, Mathias Humbert, Yang Zhang | Published: 2021-03-27 | Updated: 2022-09-16
データ管理システム
収束特性
最適化手法

Adversarial Attacks on Deep Learning Based mmWave Beam Prediction in 5G and Beyond

Authors: Brian Kim, Yalin E. Sagduyu, Tugba Erpek, Sennur Ulukus | Published: 2021-03-25
敵対的サンプルの脆弱性
最適化手法
無線チャネル検出

Black-box Detection of Backdoor Attacks with Limited Information and Data

Authors: Yinpeng Dong, Xiao Yang, Zhijie Deng, Tianyu Pang, Zihao Xiao, Hang Su, Jun Zhu | Published: 2021-03-24
バックドア攻撃
最適化手法
防御メカニズム

A Challenge Obfuscating Interface for Arbiter PUF Variants against Machine Learning Attacks

Authors: Yu Zhuang, Khalid T. Mursi, Li Gaoxiang | Published: 2021-03-24
最適化手法
脆弱性評価手法
防御メカニズム

CNN vs ELM for Image-Based Malware Classification

Authors: Mugdha Jain, William Andreopoulos, Mark Stamp | Published: 2021-03-24
PEマルウェア分類
最適化手法
画像特徴抽出

Zeroth-Order Hybrid Gradient Descent: Towards A Principled Black-Box Optimization Framework

Authors: Pranay Sharma, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Xue Lin, Pramod K. Varshney | Published: 2020-12-21
最適化手法
機械学習の応用