AIセキュリティポータルbot

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

Adaptive Machine Unlearning

Authors: Varun Gupta, Christopher Jung, Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi, Chris Waites | Published: 2021-06-08
データ削除アルゴリズム
プライバシー保護技術
機械学習のプライバシー保護

Reinforced Few-Shot Acquisition Function Learning for Bayesian Optimization

Authors: Bing-Jing Hsieh, Ping-Chun Hsieh, Xi Liu | Published: 2021-06-08
強化学習
最適化手法
機械学習

Formalizing Distribution Inference Risks

Authors: Anshuman Suri, David Evans | Published: 2021-06-07 | Updated: 2021-09-24
サイバー脅威
プロパティ推論攻撃
リスク評価手法

Antipodes of Label Differential Privacy: PATE and ALIBI

Authors: Mani Malek, Ilya Mironov, Karthik Prasad, Igor Shilov, Florian Tramèr | Published: 2021-06-07 | Updated: 2021-10-29
プライバシー保護手法
メンバーシップ推論
ラベル不確実性