AIセキュリティポータルbot

On sparse connectivity, adversarial robustness, and a novel model of the artificial neuron

Authors: Sergey Bochkanov | Published: 2020-06-16
アルゴリズム設計
性能評価
深層学習手法

Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing

Authors: Sai Praneeth Karimireddy, Lie He, Martin Jaggi | Published: 2020-06-16 | Updated: 2023-11-22
アルゴリズム設計
ポイズニング
非同一データセット

New Interpretations of Normalization Methods in Deep Learning

Authors: Jiacheng Sun, Xiangyong Cao, Hanwen Liang, Weiran Huang, Zewei Chen, Zhenguo Li | Published: 2020-06-16
ハイパーパラメータ最適化
正則化
深層学習手法

SPLASH: Learnable Activation Functions for Improving Accuracy and Adversarial Robustness

Authors: Mohammadamin Tavakoli, Forest Agostinelli, Pierre Baldi | Published: 2020-06-16
性能評価
敵対的サンプル
深層学習手法

DefenseVGAE: Defending against Adversarial Attacks on Graph Data via a Variational Graph Autoencoder

Authors: Ao Zhang, Jinwen Ma | Published: 2020-06-16
グラフニューラルネットワーク
敵対的学習

CryptoNAS: Private Inference on a ReLU Budget

Authors: Zahra Ghodsi, Akshaj Veldanda, Brandon Reagen, Siddharth Garg | Published: 2020-06-15 | Updated: 2021-05-13
暗号技術
機械学習のプライバシー保護
深層学習手法

On Adversarial Bias and the Robustness of Fair Machine Learning

Authors: Hongyan Chang, Ta Duy Nguyen, Sasi Kumar Murakonda, Ehsan Kazemi, Reza Shokri | Published: 2020-06-15
ポイズニング
メンバーシップ推論
攻撃手法

Improving Adversarial Robustness via Unlabeled Out-of-Domain Data

Authors: Zhun Deng, Linjun Zhang, Amirata Ghorbani, James Zou | Published: 2020-06-15 | Updated: 2021-02-21
半教師あり学習
敵対的学習
統計的手法

Deep-CAPTCHA: a deep learning based CAPTCHA solver for vulnerability assessment

Authors: Zahra Noury, Mahdi Rezaei | Published: 2020-06-15 | Updated: 2020-06-24
性能評価
深層学習手法
脆弱性検出

GS-WGAN: A Gradient-Sanitized Approach for Learning Differentially Private Generators

Authors: Dingfan Chen, Tribhuvanesh Orekondy, Mario Fritz | Published: 2020-06-15 | Updated: 2021-03-15
アルゴリズム設計
性能評価
機械学習のプライバシー保護