Literature Database

PriFFT: Privacy-preserving Federated Fine-tuning of Large Language Models via Hybrid Secret Sharing

Authors: Zhichao You, Xuewen Dong, Ke Cheng, Xutong Mu, Jiaxuan Fu, Shiyang Ma, Qiang Qu, Yulong Shen | Published: 2025-03-05 | Updated: 2025-05-14
Bias Detection in AI Output
Privacy Design Principles
Cryptography
2025.03.05 2025.05.28
Literature Database

SoK: Knowledge is All You Need: Accelerating Last Mile Delivery for Automated Provenance-based Intrusion Detection with LLMs

Authors: Wenrui Cheng, Tiantian Zhu, Chunlin Xiong, Haofei Sun, Zijun Wang, Shunan Jing, Mingqi Lv, Yan Chen | Published: 2025-03-05 | Updated: 2025-04-28
RAG
Calculation of Output Harmfulness
Attack Detection
2025.03.05 2025.05.27
Literature Database

Generative Active Adaptation for Drifting and Imbalanced Network Intrusion Detection

Authors: Ragini Gupta, Shinan Liu, Ruixiao Zhang, Xinyue Hu, Xiaoyang Wang, Hadjer Benkraouda, Pranav Kommaraju, Nick Feamster, Klara Nahrstedt | Published: 2025-03-04 | Updated: 2025-08-13
Active Learning
Class Imbalance
Data Augmentation Method
2025.03.04 2025.08.15
Literature Database

Mind the Gap: Detecting Black-box Adversarial Attacks in the Making through Query Update Analysis

Authors: Jeonghwan Park, Niall McLaughlin, Ihsen Alouani | Published: 2025-03-04 | Updated: 2025-03-16
Attack Method
Adversarial Example Detection
Deep Learning
2025.03.04 2025.05.27
Literature Database

Privacy-preserving Machine Learning in Internet of Vehicle Applications: Fundamentals, Recent Advances, and Future Direction

Authors: Nazmul Islam, Mohammad Zulkernine | Published: 2025-03-03 | Updated: 2025-07-08
Privacy Risk Management
Traffic Simulation
Federated Learning
2025.03.03 2025.07.10
Literature Database

TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions

Authors: Wang YuHang, Junkang Guo, Aolei Liu, Kaihao Wang, Zaitong Wu, Zhenyu Liu, Wenfei Yin, Jian Liu | Published: 2025-03-02 | Updated: 2025-03-21
Robustness
Adversarial Learning
Adversarial Training
2025.03.02 2025.05.27
Literature Database

Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems

Authors: Song Xia, Yi Yu, Wenhan Yang, Meiwen Ding, Zhuo Chen, Ling-Yu Duan, Alex C. Kot, Xudong Jiang | Published: 2025-03-01 | Updated: 2025-04-03
Privacy Protection
Certified Robustness
Model Performance Evaluation
2025.03.01 2025.05.27
Literature Database

Steering Dialogue Dynamics for Robustness against Multi-turn Jailbreaking Attacks

Authors: Hanjiang Hu, Alexander Robey, Changliu Liu | Published: 2025-02-28 | Updated: 2025-08-25
Backdoor Attack
Prompt Injection
Watermark
2025.02.28 2025.08.27
Literature Database

Cyber Defense Reinvented: Large Language Models as Threat Intelligence Copilots

Authors: Xiaoqun Liu, Jiacheng Liang, Qiben Yan, Jiyong Jang, Sicheng Mao, Muchao Ye, Jinyuan Jia, Zhaohan Xi | Published: 2025-02-28 | Updated: 2025-04-16
Cyber Threat Intelligence
Prompt leaking
Model Extraction Attack
2025.02.28 2025.05.27
Literature Database

Models That Are Interpretable But Not Transparent

Authors: Chudi Zhong, Panyu Chen, Cynthia Rudin | Published: 2025-02-26
Method for Providing Explainability while Keeping Model Information Confidential
Information Security
Attacker Behavior Analysis
2025.02.26 2025.05.27
Literature Database
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