文献データベース

Sleeper Agent: Scalable Hidden Trigger Backdoors for Neural Networks Trained from Scratch

Authors: Hossein Souri, Liam Fowl, Rama Chellappa, Micah Goldblum, Tom Goldstein | Published: 2021-06-16 | Updated: 2022-10-13
バックドア攻撃
ポイズニング
機械学習

Optimal Accounting of Differential Privacy via Characteristic Function

Authors: Yuqing Zhu, Jinshuo Dong, Yu-Xiang Wang | Published: 2021-06-16 | Updated: 2022-05-31
プライバシー保護技術
収束性分析
最適化問題

Spoofing Generalization: When Can’t You Trust Proprietary Models?

Authors: Ankur Moitra, Elchanan Mossel, Colin Sandon | Published: 2021-06-15 | Updated: 2022-03-23
セキュリティ保証
署名スキームの攻撃
計算複雑性

How does Heterophily Impact the Robustness of Graph Neural Networks? Theoretical Connections and Practical Implications

Authors: Jiong Zhu, Junchen Jin, Donald Loveland, Michael T. Schaub, Danai Koutra | Published: 2021-06-14 | Updated: 2022-07-23
データセット評価
モデルの設計や精度
攻撃の分類

PopSkipJump: Decision-Based Attack for Probabilistic Classifiers

Authors: Carl-Johann Simon-Gabriel, Noman Ahmed Sheikh, Andreas Krause | Published: 2021-06-14
敵対的攻撃手法
最適化アルゴリズムの選択と評価
防御メカニズム

Privacy-Preserving Machine Learning with Fully Homomorphic Encryption for Deep Neural Network

Authors: Joon-Woo Lee, HyungChul Kang, Yongwoo Lee, Woosuk Choi, Jieun Eom, Maxim Deryabin, Eunsang Lee, Junghyun Lee, Donghoon Yoo, Young-Sik Kim, Jong-Seon No | Published: 2021-06-14
差分プライバシー
性能評価
暗号化技術

Stochastic Alternating Direction Method of Multipliers for Byzantine-Robust Distributed Learning

Authors: Feng Lin, Weiyu Li, Qing Ling | Published: 2021-06-13
分散学習の効率
収束性分析
最適化アルゴリズムの選択と評価

Verifying Quantized Neural Networks using SMT-Based Model Checking

Authors: Luiz Sena, Xidan Song, Erickson Alves, Iury Bessa, Edoardo Manino, Lucas Cordeiro, Eddie de Lima Filho | Published: 2021-06-10 | Updated: 2021-09-16
モデルの設計や精度
安全性特性
量子化ニューラルネットワーク

AI-enabled Automation for Completeness Checking of Privacy Policies

Authors: Orlando Amaral, Sallam Abualhaija, Damiano Torre, Mehrdad Sabetzadeh, Lionel C. Briand | Published: 2021-06-10 | Updated: 2021-10-05
プライバシー保護技術
メンバーシップ推論
法律遵守

Bayesian Attention Belief Networks

Authors: Shujian Zhang, Xinjie Fan, Bo Chen, Mingyuan Zhou | Published: 2021-06-09
自然言語処理
計算効率
評価手法