文献データベース

Approximating Lipschitz continuous functions with GroupSort neural networks

Authors: Ugo Tanielian, Maxime Sangnier, Gerard Biau | Published: 2020-06-09 | Updated: 2021-02-08
アルゴリズム
メソスコピック線形性
機械学習の基礎

Simultaneous Perturbation Stochastic Approximation for Few-Shot Learning

Authors: Andrei Boiarov, Oleg Granichin, Olga Granichina | Published: 2020-06-09
Few-Shot Learning
アルゴリズム
学習の改善

Stealing Deep Reinforcement Learning Models for Fun and Profit

Authors: Kangjie Chen, Shangwei Guo, Tianwei Zhang, Xiaofei Xie, Yang Liu | Published: 2020-06-09 | Updated: 2020-12-22
アルゴリズム
学習の改善
攻撃タイプ

Secure Byzantine-Robust Machine Learning

Authors: Lie He, Sai Praneeth Karimireddy, Martin Jaggi | Published: 2020-06-08 | Updated: 2020-10-18
MPCアルゴリズム
プライバシー評価
連合学習

Trade-offs between membership privacy & adversarially robust learning

Authors: Jamie Hayes | Published: 2020-06-08 | Updated: 2022-01-08
メンバーシップ推論
過剰適合

Adversarial Feature Desensitization

Authors: Pouya Bashivan, Reza Bayat, Adam Ibrahim, Kartik Ahuja, Mojtaba Faramarzi, Touraj Laleh, Blake Aaron Richards, Irina Rish | Published: 2020-06-08 | Updated: 2022-01-04
アルゴリズム
敵対的サンプル
敵対的サンプルの検知

Ensemble-based Feature Selection and Classification Model for DNS Typo-squatting Detection

Authors: Abdallah Moubayed, Emad Aqeeli, Abdallah Shami | Published: 2020-06-08
攻撃手法
特徴エンジニアリング
脆弱性検出

ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing

Authors: Théo Ryffel, Pierre Tholoniat, David Pointcheval, Francis Bach | Published: 2020-06-08 | Updated: 2021-10-28
アルゴリズム
プライバシー評価
連合学習システム

Tricking Adversarial Attacks To Fail

Authors: Blerta Lindqvist | Published: 2020-06-08
攻撃タイプ
敵対的攻撃検出
防御効果分析

On Universalized Adversarial and Invariant Perturbations

Authors: Sandesh Kamath, Amit Deshpande, K V Subrahmanyam | Published: 2020-06-08
攻撃タイプ
敵対的攻撃検出
機械学習の基礎