AIセキュリティポータルbot

Identifying Emerging Technologies and Leading Companies using Network Dynamics of Patent Clusters: a Cybersecurity Case Study

Authors: Michael Tsesmelis, Ljiljana Dolamic, Marcus Matthias Keupp, Dimitri Percia David, Alain Mermoud | Published: 2022-09-21
Algorithm
Dataset Generation
Evaluation of Technological Novelty
2022.09.21 2025.05.28
Literature Database

Federated Learning from Pre-Trained Models: A Contrastive Learning Approach

Authors: Yue Tan, Guodong Long, Jie Ma, Lu Liu, Tianyi Zhou, Jing Jiang | Published: 2022-09-21
Framework
Poisoning
Improvement of Learning
2022.09.21 2025.05.28
Literature Database

Generate rather than Retrieve: Large Language Models are Strong Context Generators

Authors: Wenhao Yu, Dan Iter, Shuohang Wang, Yichong Xu, Mingxuan Ju, Soumya Sanyal, Chenguang Zhu, Michael Zeng, Meng Jiang | Published: 2022-09-21 | Updated: 2023-01-25
RAG
Data Generation Method
Knowledge Extraction Method
2022.09.21 2025.05.28
Literature Database

Audit and Improve Robustness of Private Neural Networks on Encrypted Data

Authors: Jiaqi Xue, Lei Xu, Lin Chen, Weidong Shi, Kaidi Xu, Qian Lou | Published: 2022-09-20
DNN IP Protection Method
Privacy Technique
2022.09.20 2025.05.28
Literature Database

Statement-Level Vulnerability Detection: Learning Vulnerability Patterns Through Information Theory and Contrastive Learning

Authors: Van Nguyen, Trung Le, Chakkrit Tantithamthavorn, Michael Fu, John Grundy, Hung Nguyen, Seyit Camtepe, Paul Quirk, Dinh Phung | Published: 2022-09-20 | Updated: 2024-06-12
Model Performance Evaluation
Improvement of Learning
Vulnerability Mitigation Technique
2022.09.20 2025.05.28
Literature Database

Cross Project Software Vulnerability Detection via Domain Adaptation and Max-Margin Principle

Authors: Van Nguyen, Trung Le, Chakkrit Tantithamthavorn, John Grundy, Hung Nguyen, Dinh Phung | Published: 2022-09-19
Model Performance Evaluation
Improvement of Learning
Performance Evaluation
2022.09.19 2025.05.28
Literature Database

Distribution inference risks: Identifying and mitigating sources of leakage

Authors: Valentin Hartmann, Léo Meynent, Maxime Peyrard, Dimitrios Dimitriadis, Shruti Tople, Robert West | Published: 2022-09-18
Data Leakage
Membership Inference
Causes of Information Leakage
2022.09.18 2025.05.28
Literature Database

Hierarchical fuzzy neural networks with privacy preservation for heterogeneous big data

Authors: Leijie Zhang, Ye Shi, Yu-Cheng Chang, Chin-Teng Lin | Published: 2022-09-18
Algorithm
Model Architecture
Hierarchical Classification Methods
2022.09.18 2025.05.28
Literature Database

Characterizing Internal Evasion Attacks in Federated Learning

Authors: Taejin Kim, Shubhranshu Singh, Nikhil Madaan, Carlee Joe-Wong | Published: 2022-09-17 | Updated: 2023-10-21
Poisoning
Adversarial attack
Adaptive Adversarial Training
2022.09.17 2025.05.28
Literature Database

A Secure Healthcare 5.0 System Based on Blockchain Technology Entangled with Federated Learning Technique

Authors: Abdur Rehman, Sagheer Abbas, M. A. Khan, Taher M. Ghazal, Khan Muhammad Adnan, Amir Mosavi | Published: 2022-09-16
Blockchain Technology
Model Performance Evaluation
Medical Monitoring System
2022.09.16 2025.05.28
Literature Database
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