AIセキュリティポータルbot

Differentially Private AUC Computation in Vertical Federated Learning

Authors: Jiankai Sun, Xin Yang, Yuanshun Yao, Junyuan Xie, Di Wu, Chong Wang | Published: 2022-05-24
Client-Side Component
Data Collection
Watermark Evaluation
2022.05.24 2025.05.28
Literature Database

Toxicity Detection with Generative Prompt-based Inference

Authors: Yau-Shian Wang, Yingshan Chang | Published: 2022-05-24
Prompting Strategy
Calculation of Output Harmfulness
Large Language Model
2022.05.24 2025.05.28
Literature Database

Fast & Furious: Modelling Malware Detection as Evolving Data Streams

Authors: Fabrício Ceschin, Marcus Botacin, Heitor Murilo Gomes, Felipe Pinagé, Luiz S. Oliveira, André Grégio | Published: 2022-05-24 | Updated: 2022-08-16
Data Collection
Malware Detection
Concept Drift
2022.05.24 2025.05.28
Literature Database

EBM Life Cycle: MCMC Strategies for Synthesis, Defense, and Density Modeling

Authors: Mitch Hill, Jonathan Mitchell, Chu Chen, Yuan Du, Mubarak Shah, Song-Chun Zhu | Published: 2022-05-24
Training Data Generation
Future Research
Adversarial Example
2022.05.24 2025.05.28
Literature Database

Process Mining Algorithm for Online Intrusion Detection System

Authors: Yinzheng Zhong, John Y. Goulermas, Alexei Lisitsa | Published: 2022-05-24
Data Collection
Network Threat Detection
Attack Type
2022.05.24 2025.05.28
Literature Database

PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning

Authors: Sikha Pentyala, Nicola Neophytou, Anderson Nascimento, Martine De Cock, Golnoosh Farnadi | Published: 2022-05-23 | Updated: 2022-08-26
Privacy Technique
Fairness evaluation
Statistical Methods
2022.05.23 2025.05.28
Literature Database

FedSA: Accelerating Intrusion Detection in Collaborative Environments with Federated Simulated Annealing

Authors: Helio N. Cunha Neto, Ivana Dusparic, Diogo M. F. Mattos, Natalia C. Fernandes | Published: 2022-05-23
Convergence Property
Performance Evaluation Metrics
Loss Function
2022.05.23 2025.05.28
Literature Database

Robust Quantity-Aware Aggregation for Federated Learning

Authors: Jingwei Yi, Fangzhao Wu, Huishuai Zhang, Bin Zhu, Tao Qi, Guangzhong Sun, Xing Xie | Published: 2022-05-22 | Updated: 2023-07-26
Attack Methods against DFL
Secure Aggregation
Robustness Evaluation
2022.05.22 2025.05.28
Literature Database

Robust Sensible Adversarial Learning of Deep Neural Networks for Image Classification

Authors: Jungeum Kim, Xiao Wang | Published: 2022-05-20
Robustness Evaluation
Loss Function
Adversarial Example
2022.05.20 2025.05.28
Literature Database

Getting a-Round Guarantees: Floating-Point Attacks on Certified Robustness

Authors: Jiankai Jin, Olga Ohrimenko, Benjamin I. P. Rubinstein | Published: 2022-05-20 | Updated: 2024-09-09
Robustness Evaluation
Adversarial Example
Threat Model
2022.05.20 2025.05.28
Literature Database
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