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20232026
most citedOn Protecting the Data Privacy of Large Language Models (LLMs): A Survey

19 citations · 22 across the 13 of their papers we have counts for

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10 papers · 1 filter

cs.CR2026

Don't believe everything you read: Understanding and Measuring MCP Behavior under Misleading Tool Descriptions

Zhihao Li, Boyang Ma, Xuelong Dai +4

The Model Context Protocol (MCP) enables large language models to invoke external tools through natural-language descriptions, forming the foundation of many AI agent applications.…

cs.CR2025

"MCP Does Not Stand for Misuse Cryptography Protocol": Uncovering Cryptographic Misuse in Model Context Protocol at Scale

Biwei Yan, Yue Zhang, Minghui Xu +5

The Model Context Protocol (MCP) is rapidly emerging as the middleware for LLM-based applications, offering a standardized interface for tool integration. However, its built-in sec…

cs.CR2025

Dataset Ownership in the Era of Large Language Models

Kun Li, Cheng Wang, Minghui Xu +2

As datasets become critical assets in modern machine learning systems, ensuring robust copyright protection has emerged as an urgent challenge. Traditional legal mechanisms often f…

cs.CR2025

LIFT: Automating Symbolic Execution Optimization with Large Language Models for AI Networks

Ruoxi Wang, Kun Li, Minghui Xu +5

Dynamic Symbolic Execution (DSE) is a key technique in program analysis, widely used in software testing, vulnerability discovery, and formal verification. In distributed AI system…

cs.CR2025

We Urgently Need Privilege Management in MCP: A Measurement of API Usage in MCP Ecosystems

Zhihao Li, Kun Li, Boyang Ma +3

The Model Context Protocol (MCP) has emerged as a widely adopted mechanism for connecting large language models to external tools and resources. While MCP promises seamless extensi…

cs.CR2025

Starfish: Rebalancing Multi-Party Off-Chain Payment Channels

Minghui Xu, Wenxuan Yu, Guangyong Shang +6

Blockchain technology has revolutionized the way transactions are executed, but scalability remains a major challenge. Payment Channel Network (PCN), as a Layer-2 scaling solution,…