計算複雑性

VertiBayes: Learning Bayesian network parameters from vertically partitioned data with missing values

Authors: Florian van Daalen, Lianne Ippel, Andre Dekker, Inigo Bermejo | Published: 2022-10-31 | Updated: 2024-05-21
プライバシー保護手法
構造学習
計算複雑性

Scalable Whitebox Attacks on Tree-based Models

Authors: Giuseppe Castiglione, Gavin Ding, Masoud Hashemi, Christopher Srinivasa, Ga Wu | Published: 2022-03-31
機械学習
耐久性問題
計算複雑性

LSTMSPLIT: Effective SPLIT Learning based LSTM on Sequential Time-Series Data

Authors: Lianlian Jiang, Yuexuan Wang, Wenyi Zheng, Chao Jin, Zengxiang Li, Sin G. Teo | Published: 2022-03-08
プライバシー保護メカニズム
フレームワーク
計算複雑性

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

Query complexity of adversarial attacks

Authors: Grzegorz Głuch, Rüdiger Urbanke | Published: 2020-10-02 | Updated: 2021-02-10
ロバスト性評価
深層学習手法
計算複雑性

Towards adversarial robustness with 01 loss neural networks

Authors: Yunzhe Xue, Meiyan Xie, Usman Roshan | Published: 2020-08-20
敵対的スペクトル攻撃検出
深層学習
計算複雑性

On $\ell_p$-norm Robustness of Ensemble Stumps and Trees

Authors: Yihan Wang, Huan Zhang, Hongge Chen, Duane Boning, Cho-Jui Hsieh | Published: 2020-08-20 | Updated: 2020-09-29
堅牢性検証手法
強化学習アルゴリズム
計算複雑性

Adversarial Immunization for Certifiable Robustness on Graphs

Authors: Shuchang Tao, Huawei Shen, Qi Cao, Liang Hou, Xueqi Cheng | Published: 2020-07-19 | Updated: 2021-08-25
グラフ変換
ポイズニング
計算複雑性

Code-Bridged Classifier (CBC): A Low or Negative Overhead Defense for Making a CNN Classifier Robust Against Adversarial Attacks

Authors: Farnaz Behnia, Ali Mirzaeian, Mohammad Sabokrou, Sai Manoj, Tinoosh Mohsenin, Khaled N. Khasawneh, Liang Zhao, Houman Homayoun, Avesta Sasan | Published: 2020-01-16
敵対的サンプル
敵対的学習
計算複雑性

Algorithmic Probability-guided Supervised Machine Learning on Non-differentiable Spaces

Authors: Santiago Hernández-Orozco, Hector Zenil, Jürgen Riedel, Adam Uccello, Narsis A. Kiani, Jesper Tegnér | Published: 2019-10-07 | Updated: 2019-10-08
機械学習アルゴリズム
計算複雑性
設計最適化手法