Paper Library

TRIDENT: Enhancing Large Language Model Safety with Tri-Dimensional Diversified Red-Teaming Data Synthesis

Xiaorui Wu, Xiaofeng Mao, Fei Li, Xin Zhang, Xuanhong Li, Chong Teng, Donghong Ji, Zhuang Li

2025-05-30

red teaming

2505.24672v1

Benchmarking Large Language Models for Cryptanalysis and Mismatched-Generalization

Utsav Maskey, Chencheng Zhu, Usman Naseem

2025-05-30

red teaming

2505.24621v1

AMIA: Automatic Masking and Joint Intention Analysis Makes LVLMs Robust Jailbreak Defenders

Yuqi Zhang, Yuchun Miao, Zuchao Li, Liang Ding

2025-05-30

2505.24519v1

Model Unlearning via Sparse Autoencoder Subspace Guided Projections

Xu Wang, Zihao Li, Benyou Wang, Yan Hu, Difan Zou

2025-05-30

2505.24428v1

From Hallucinations to Jailbreaks: Rethinking the Vulnerability of Large Foundation Models

Haibo Jin, Peiyan Zhang, Peiran Wang, Man Luo, Haohan Wang

2025-05-30

red teaming

2505.24232v1

Bootstrapping LLM Robustness for VLM Safety via Reducing the Pretraining Modality Gap

Wenhan Yang, Spencer Stice, Ali Payani, Baharan Mirzasoleiman

2025-05-30

safety

2505.24208v1

The State of Multilingual LLM Safety Research: From Measuring the Language Gap to Mitigating It

Zheng-Xin Yong, Beyza Ermis, Marzieh Fadaee, Stephen H. Bach, Julia Kreutzer

2025-05-30

safety

2505.24119v1

Understanding Refusal in Language Models with Sparse Autoencoders

Wei Jie Yeo, Nirmalendu Prakash, Clement Neo, Roy Ka-Wei Lee, Erik Cambria, Ranjan Satapathy

2025-05-29

red teaming

2505.23556v1

Adaptive Jailbreaking Strategies Based on the Semantic Understanding Capabilities of Large Language Models

Mingyu Yu, Wei Wang, Yanjie Wei, Sujuan Qin

2025-05-29

red teaming

2505.23404v1

Operationalizing CaMeL: Strengthening LLM Defenses for Enterprise Deployment

Krti Tallam, Emma Miller

2025-05-28

safety

2505.22852v1

GeneBreaker: Jailbreak Attacks against DNA Language Models with Pathogenicity Guidance

Zaixi Zhang, Zhenghong Zhou, Ruofan Jin, Le Cong, Mengdi Wang

2025-05-28

2505.23839v1

JailBound: Jailbreaking Internal Safety Boundaries of Vision-Language Models

Jiaxin Song, Yixu Wang, Jie Li, Rui Yu, Yan Teng, Xingjun Ma, Yingchun Wang

2025-05-26

red teaming

2505.19610v2

May 26 - June 01, 2025

TRIDENT: Enhancing Large Language Model Safety with Tri-Dimensional Diversified Red-Teaming Data Synthesis

Benchmarking Large Language Models for Cryptanalysis and Mismatched-Generalization

AMIA: Automatic Masking and Joint Intention Analysis Makes LVLMs Robust Jailbreak Defenders

Model Unlearning via Sparse Autoencoder Subspace Guided Projections

From Hallucinations to Jailbreaks: Rethinking the Vulnerability of Large Foundation Models

Bootstrapping LLM Robustness for VLM Safety via Reducing the Pretraining Modality Gap

The State of Multilingual LLM Safety Research: From Measuring the Language Gap to Mitigating It

Understanding Refusal in Language Models with Sparse Autoencoders

Adaptive Jailbreaking Strategies Based on the Semantic Understanding Capabilities of Large Language Models

Operationalizing CaMeL: Strengthening LLM Defenses for Enterprise Deployment

GeneBreaker: Jailbreak Attacks against DNA Language Models with Pathogenicity Guidance

JailBound: Jailbreaking Internal Safety Boundaries of Vision-Language Models

May 19 - May 25, 2025

A Critical Evaluation of Defenses against Prompt Injection Attacks

Understanding and Mitigating Overrefusal in LLMs from an Unveiling Perspective of Safety Decision Boundary

Is Your Prompt Safe? Investigating Prompt Injection Attacks Against Open-Source LLMs

EVA: Red-Teaming GUI Agents via Evolving Indirect Prompt Injection

May 12 - May 18, 2025

CAPTURE: Context-Aware Prompt Injection Testing and Robustness Enhancement

WebInject: Prompt Injection Attack to Web Agents

May 05 - May 11, 2025

System Prompt Poisoning: Persistent Attacks on Large Language Models Beyond User Injection

April 28 - May 04, 2025

OET: Optimization-based prompt injection Evaluation Toolkit

CachePrune: Neural-Based Attribution Defense Against Indirect Prompt Injection Attacks

Prompt Injection Attack to Tool Selection in LLM Agents

April 21 - April 27, 2025

Adversarial Attacks on LLM-as-a-Judge Systems: Insights from Prompt Injections

WASP: Benchmarking Web Agent Security Against Prompt Injection Attacks