1 citations · 1 across the 3 of their papers we have counts for
4 papers
MemForm: Benchmarking Memory Formation Poisoning in LLM Agents
Haowen Pan, Pengyang Shao, Yunshan Ma +4
Long-term memory enables LLM agents to learn from past interactions but exposes memory formation to adversarial influence. Existing studies primarily organize memory poisoning by a…
Less Data Approximates More: Earning Faithful Confidence in High-Stakes Domains
Haokai Ma, Lee Yan Zhen, Gang Yang +4
Large language models are increasingly deployed in high-stakes domains, where confident yet incorrect inferences may cause severe real-world harm, bringing the long-overlooked issu…
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…
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…