Literature Database

ReCIT: Reconstructing Full Private Data from Gradient in Parameter-Efficient Fine-Tuning of Large Language Models

Authors: Jin Xie, Ruishi He, Songze Li, Xiaojun Jia, Shouling Ji | Published: 2025-04-29
Backdoor Detection
Privacy Violation
Attack Method

Token-Efficient Prompt Injection Attack: Provoking Cessation in LLM Reasoning via Adaptive Token Compression

Authors: Yu Cui, Yujun Cai, Yiwei Wang | Published: 2025-04-29
Token Compression Framework
Prompt Injection
Attack Method

Robustness via Referencing: Defending against Prompt Injection Attacks by Referencing the Executed Instruction

Authors: Yulin Chen, Haoran Li, Yuan Sui, Yue Liu, Yufei He, Yangqiu Song, Bryan Hooi | Published: 2025-04-29
Indirect Prompt Injection
Prompt validation
Attack Method

Network Attack Traffic Detection With Hybrid Quantum-Enhanced Convolution Neural Network

Authors: Zihao Wang, Kar Wai Fok, Vrizlynn L. L. Thing | Published: 2025-04-29
Performance Evaluation Method
Attack Detection
Quantum Framework

Enhancing Leakage Attacks on Searchable Symmetric Encryption Using LLM-Based Synthetic Data Generation

Authors: Joshua Chiu, Partha Protim Paul, Zahin Wahab | Published: 2025-04-29
Indirect Prompt Injection
Attack Method
Hierarchical Clustering

A Cryptographic Perspective on Mitigation vs. Detection in Machine Learning

Authors: Greg Gluch, Shafi Goldwasser | Published: 2025-04-28 | Updated: 2025-07-10
Certified Robustness
Adversarial attack
Computational Problem

The Automation Advantage in AI Red Teaming

Authors: Rob Mulla, Ads Dawson, Vincent Abruzzon, Brian Greunke, Nick Landers, Brad Palm, Will Pearce | Published: 2025-04-28 | Updated: 2025-04-29
Prompt leaking
Attack Method
Effects of Automation

CodeBC: A More Secure Large Language Model for Smart Contract Code Generation in Blockchain

Authors: Lingxiang Wang, Hainan Zhang, Qinnan Zhang, Ziwei Wang, Hongwei Zheng, Jin Dong, Zhiming Zheng | Published: 2025-04-28 | Updated: 2025-05-07
Program Verification
Performance Evaluation
Vulnerability Analysis

$\texttt{SAGE}$: A Generic Framework for LLM Safety Evaluation

Authors: Madhur Jindal, Hari Shrawgi, Parag Agrawal, Sandipan Dandapat | Published: 2025-04-28
User Identification System
Large Language Model
Trade-Off Between Safety And Usability

Can Differentially Private Fine-tuning LLMs Protect Against Privacy Attacks?

Authors: Hao Du, Shang Liu, Yang Cao | Published: 2025-04-28 | Updated: 2025-05-01
Privacy Risk Management
Membership Disclosure Risk
Differential Privacy