文献データベース

Scaling Adversarial Training to Large Perturbation Bounds

Authors: Sravanti Addepalli, Samyak Jain, Gaurang Sriramanan, R. Venkatesh Babu | Published: 2022-10-18
敵対的サンプル
敵対的攻撃手法
深層学習手法

DPIS: An Enhanced Mechanism for Differentially Private SGD with Importance Sampling

Authors: Jianxin Wei, Ergute Bao, Xiaokui Xiao, Yin Yang | Published: 2022-10-18 | Updated: 2024-08-01
プライバシー分析
プライバシー評価
深層学習手法

Towards Generating Adversarial Examples on Mixed-type Data

Authors: Han Xu, Menghai Pan, Zhimeng Jiang, Huiyuan Chen, Xiaoting Li, Mahashweta Das, Hao Yang | Published: 2022-10-17
敵対的サンプル
敵対的攻撃手法
最適化アルゴリズムの選択と評価

Marksman Backdoor: Backdoor Attacks with Arbitrary Target Class

Authors: Khoa D. Doan, Yingjie Lao, Ping Li | Published: 2022-10-17
バックドア攻撃
性能評価

Attribute Inference Attacks in Online Multiplayer Video Games: a Case Study on Dota2

Authors: Pier Paolo Tricomi, Lisa Facciolo, Giovanni Apruzzese, Mauro Conti | Published: 2022-10-17 | Updated: 2023-04-30
セキュリティ分析
データプライバシー評価
プライバシーリスク管理

Stochastic Differentially Private and Fair Learning

Authors: Andrew Lowy, Devansh Gupta, Meisam Razaviyayn | Published: 2022-10-17 | Updated: 2023-06-03
プライバシーリスク管理
プライバシー評価
収束保証

A General Framework for Auditing Differentially Private Machine Learning

Authors: Fred Lu, Joseph Munoz, Maya Fuchs, Tyler LeBlond, Elliott Zaresky-Williams, Edward Raff, Francis Ferraro, Brian Testa | Published: 2022-10-16 | Updated: 2023-01-06
プライバシーリスク管理
プライバシー評価
メンバーシップ推論

Federated Learning with Privacy-Preserving Ensemble Attention Distillation

Authors: Xuan Gong, Liangchen Song, Rishi Vedula, Abhishek Sharma, Meng Zheng, Benjamin Planche, Arun Innanje, Terrence Chen, Junsong Yuan, David Doermann, Ziyan Wu | Published: 2022-10-16
プライバシーリスク管理
ポイズニング
性能評価

New Secure Sparse Inner Product with Applications to Machine Learning

Authors: Guowen Xu, Shengmin Xu, Jianting Ning, Tianwei Zhang, Xinyi Huang, Hongwei Li, Rongxing Lu | Published: 2022-10-16
セキュリティ分析
暗号学
計算効率

VerifyML: Obliviously Checking Model Fairness Resilient to Malicious Model Holder

Authors: Guowen Xu, Xingshuo Han, Gelei Deng, Tianwei Zhang, Shengmin Xu, Jianting Ning, Anjia Yang, Hongwei Li | Published: 2022-10-16
多者計算
暗号学
計算効率