Computational Complexity

VERTICES: Efficient Two-Party Vertical Federated Linear Model with TTP-aided Secret Sharing

Authors: Mingxuan Fan, Yilun Jin, Liu Yang, Zhenghang Ren, Kai Chen | Published: 2023-06-28
MPC Algorithm
Computational Complexity
Federated Learning

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
Privacy Protection Method
Structural Learning
Computational Complexity

Scalable Whitebox Attacks on Tree-based Models

Authors: Giuseppe Castiglione, Gavin Ding, Masoud Hashemi, Christopher Srinivasa, Ga Wu | Published: 2022-03-31
Machine Learning
Durability Issue
Computational Complexity

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
Privacy Protection Mechanism
Framework
Computational Complexity

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

Authors: Ankur Moitra, Elchanan Mossel, Colin Sandon | Published: 2021-06-15 | Updated: 2022-03-23
Security Assurance
Signature Scheme Attack
Computational Complexity

Query complexity of adversarial attacks

Authors: Grzegorz Głuch, Rüdiger Urbanke | Published: 2020-10-02 | Updated: 2021-02-10
Robustness Evaluation
Deep Learning Method
Computational Complexity

Towards adversarial robustness with 01 loss neural networks

Authors: Yunzhe Xue, Meiyan Xie, Usman Roshan | Published: 2020-08-20
Adversarial Spectrum Attack Detection
Deep Learning
Computational Complexity

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
Robustness Verification Method
Reinforcement Learning Algorithm
Computational Complexity

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
Graph Transformation
Poisoning
Computational Complexity

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
Adversarial Example
Adversarial Learning
Computational Complexity