CTCC: A Robust and Stealthy Fingerprinting Framework for Large Language Models via Cross-Turn Contextual Correlation Backdoor (2025 · 4 citations)
The paper tackles ownership verification for large language models that may be stolen and redistributed. Earlier fingerprinting approaches each have a weak spot. Rare-token triggers stand out under perplexity checks. Natural-looking triggers such as HashChain tend to vanish after fine-tuning or merging. Most…
MCP-Guard: A Multi-Stage Defense-in-Depth Framework for Securing Model Context Protocol in Agentic AI (2026 · 1 citation)
Connecting LLM agents to external tools through the Model Context Protocol (MCP) opens new attack routes, including prompt injection, Tool Poisoning, Shadowing and data exfiltration.

All works

3 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them.

CTCC: A Robust and Stealthy Fingerprinting Framework for Large Language Models via Cross-Turn Contextual Correlation BackdoorConference on Empirical Methods in Natural Language Processing (EMNLP)Zhenhua Xu, Xixiang Zhao, Xubin Yue, et al.2025 · 4 citations
MCP-Guard: A Multi-Stage Defense-in-Depth Framework for Securing Model Context Protocol in Agentic AIFindings of the Association for Computational LinguisticsWenpeng Xing, Zhonghao Qi, Yupeng Qin, et al.2026 · 1 citation
Silencing the Guardrails: Inference-Time Jailbreaking via Dynamic Contextual Representation Ablation ↗Findings of the Association for Computational Linguistics: ACL 2026 · no summary yetWenpeng Xing et al.2026

Co-authors here

4 co-authors with a page, the most papers together first.

Where their works here were published, the most works first, with the editions of those that have a page.

Papers of our library cite their works 4 times (of the 149,439 papers whose bibliographies we read); 1 citing paper with a page here →.

Updated 1 November 2026