Safety in Self-Evolving LLM Agent Systems: Threats, Amplification, and Case Studies

Ruixiao Lin, Xinhao Deng, Qingming Li +12

Towards Robust Multi-tab Website Fingerprinting

Xinhao Deng, Xiyuan Zhao, Qilei Yin +5

BraveGuard: From Open-World Threats to Safer Computer-Use Agents

Yunhao Feng, Xiaohu Du, Xinhao Deng +13

AgentWard: A Lifecycle Security Architecture for Autonomous AI Agents

Yixiang Zhang, Xinhao Deng, Jiaqing Wu +3

Taming OpenClaw: Security Analysis and Mitigation of Autonomous LLM Agent Threats

Xinhao Deng, Yixiang Zhang, Jiaqing Wu +15

Two Dimensional Router: Design and Implementation

Shu Yang, Laizhong Cui, Xinhao Deng +5

ASEval: Automated Trajectory-Level Security Testing for Autonomous Agents

Jianan Ma, Xiaohu Du, Ruixiao Lin +9

Low-Quality Training Data Only? A Robust Framework for Detecting Encrypted Malicious Network Traffic

Yuqi Qing, Qilei Yin, Xinhao Deng +6

STAR: Semantic-Traffic Alignment and Retrieval for Zero-Shot HTTPS Website Fingerprinting

Yifei Cheng, Yujia Zhu, Baiyang Li +4

Risk Taxonomy, Mitigation, and Assessment Benchmarks of Large Language Model Systems

Tianyu Cui, Yanling Wang, Chuanpu Fu +13

Towards Fine-Grained Webpage Fingerprinting at Scale

Xiyuan Zhao, Xinhao Deng, Qi Li +4

Exposing LLM User Privacy via Traffic Fingerprint Analysis: A Study of Privacy Risks in LLM Agent Interactions

Yixiang Zhang, Xinhao Deng, Zhongyi Gu +4

Automating Agent Hijacking via Structural Template Injection

Xinhao Deng, Jiaqing Wu, Miao Chen +3

Beyond a Single Perspective: Towards a Realistic Evaluation of Website Fingerprinting Attacks

Xinhao Deng, Jingyou Chen, Linxiao Yu +6

MAS-SAM: Segment Any Marine Animal with Aggregated Features

Tianyu Yan, Zifu Wan, Xinhao Deng +3

Robust and Reliable Early-Stage Website Fingerprinting Attacks via Spatial-Temporal Distribution Analysis

Xinhao Deng, Qi Li, Ke Xu

Safety Testing LLM Agents at Scale: From Risk Discovery to Evidence-Grounded Verification

Yunhao Feng, Ruixiao Lin, Ming Wen +12

Piggybacking on Perception: Stealthy Concurrent Audio Prompt Injections against Multimodal LLM Agents

Mingxiao Liu, Yitong Li, Haoren Zhao +6

The paper studies stealthy audio prompt injection attacks that hide malicious instructions within normal speech to hijack multimodal LLM agents, introduces a benchmark (AudioAgentS…

Recurrent Multi-scale Transformer for High-Resolution Salient Object Detection

Xinhao Deng, Pingping Zhang, Wei Liu +1