LLM Security

An LLM-Assisted Easy-to-Trigger Backdoor Attack on Code Completion Models: Injecting Disguised Vulnerabilities against Strong Detection

Authors: Shenao Yan, Shen Wang, Yue Duan, Hanbin Hong, Kiho Lee, Doowon Kim, Yuan Hong | Published: 2024-06-10
LLM Security
Backdoor Attack
Prompt Injection
2024.06.10 2025.05.12
Literature Database

LLM Dataset Inference: Did you train on my dataset?

Authors: Pratyush Maini, Hengrui Jia, Nicolas Papernot, Adam Dziedzic | Published: 2024-06-10
LLM Security
Data Privacy Assessment
Membership Inference
2024.06.10 2025.05.12
Literature Database

Safety Alignment Should Be Made More Than Just a Few Tokens Deep

Authors: Xiangyu Qi, Ashwinee Panda, Kaifeng Lyu, Xiao Ma, Subhrajit Roy, Ahmad Beirami, Prateek Mittal, Peter Henderson | Published: 2024-06-10
LLM Security
Prompt Injection
Safety Alignment
2024.06.10 2025.05.12
Literature Database

How Alignment and Jailbreak Work: Explain LLM Safety through Intermediate Hidden States

Authors: Zhenhong Zhou, Haiyang Yu, Xinghua Zhang, Rongwu Xu, Fei Huang, Yongbin Li | Published: 2024-06-09 | Updated: 2024-06-13
LLM Security
Prompt Injection
Compliance with Ethical Guidelines
2024.06.09 2025.05.12
Literature Database

Adversarial Tuning: Defending Against Jailbreak Attacks for LLMs

Authors: Fan Liu, Zhao Xu, Hao Liu | Published: 2024-06-07
LLM Security
Prompt Injection
Adversarial Training
2024.06.07 2025.05.12
Literature Database

BadAgent: Inserting and Activating Backdoor Attacks in LLM Agents

Authors: Yifei Wang, Dizhan Xue, Shengjie Zhang, Shengsheng Qian | Published: 2024-06-05
LLM Security
Backdoor Attack
Prompt Injection
2024.06.05 2025.05.12
Literature Database

Safeguarding Large Language Models: A Survey

Authors: Yi Dong, Ronghui Mu, Yanghao Zhang, Siqi Sun, Tianle Zhang, Changshun Wu, Gaojie Jin, Yi Qi, Jinwei Hu, Jie Meng, Saddek Bensalem, Xiaowei Huang | Published: 2024-06-03
LLM Security
Guardrail Method
Prompt Injection
2024.06.03 2025.05.12
Literature Database

BELLS: A Framework Towards Future Proof Benchmarks for the Evaluation of LLM Safeguards

Authors: Diego Dorn, Alexandre Variengien, Charbel-Raphaël Segerie, Vincent Corruble | Published: 2024-06-03
LLM Security
Content Moderation
Prompt Injection
2024.06.03 2025.05.12
Literature Database

Transforming Computer Security and Public Trust Through the Exploration of Fine-Tuning Large Language Models

Authors: Garrett Crumrine, Izzat Alsmadi, Jesus Guerrero, Yuvaraj Munian | Published: 2024-06-02
LLM Security
Cybersecurity
Compliance with Ethical Guidelines
2024.06.02 2025.05.12
Literature Database

Exploring Vulnerabilities and Protections in Large Language Models: A Survey

Authors: Frank Weizhen Liu, Chenhui Hu | Published: 2024-06-01
LLM Security
Prompt Injection
Defense Method
2024.06.01 2025.05.12
Literature Database
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