most citedMM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models

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cs.CR2026

ZoneClaw: Mitigating Persistent Memory Attacks by Establishing Memory-Zoning in OpenClaw-Style Computer-Use Agents

Haokai Ma, Chieh Lin, Yupeng Qiu +1

Computer-use agents increasingly operate as long-running assistants through persistent workspace memory, which OpenClaw-style CUAs realize as automatically reloaded files that hold…

cs.CR2026

SnapGuard: Lightweight Prompt Injection Detection for Screenshot-Based Web Agents

Mengyao Du, Han Fang, Haokai Ma +4

Web agents have emerged as an effective paradigm for automating interactions with complex web environments, yet remain vulnerable to prompt injection attacks that embed malicious i…

cs.CR2026

TrapSuffix: Proactive Defense Against Adversarial Suffixes in Jailbreaking

Mengyao Du, Han Fang, Haokai Ma +4

Suffix-based jailbreak attacks append an adversarial suffix, i.e., a short token sequence, to steer aligned LLMs into unsafe outputs. Since suffixes are free-form text, they admit…

cs.CR2025★ 1 cited

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models

Yongheng Zhang, Xinyun Zhao, Yunshan Ma +5

Cyber Threat Intelligence (CTI) parsing aims to extract key threat information from massive data, transform it into actionable intelligence, enhance threat detection and defense ef…

cs.CR2025

AttackSeqBench: Benchmarking the Capabilities of LLMs for Attack Sequences Understanding

Haokai Ma, Javier Yong, Yunshan Ma +4

Cyber Threat Intelligence (CTI) reports document observations of cyber threats, synthesizing evidence about adversaries' actions and intent into actionable knowledge that informs d…