5 papers
InterSAGE: The Secure and Verifiable Interoperability Protocol for An Internet of Agents
Zhenhua Zou, Sheng Guo, Qiuyang Zhan +3
The emerging Internet of Agents enables LLM-powered agents to discover peers, invoke tools, and delegate tasks across organizational boundaries. Existing protocols increasingly def…
When Memory Becomes Authority: Benchmarking Authority Collapse at the Memory Consolidation Boundary
Qiuyang Zhan, Rui Zhang, Sheng Guo +2
Persistent memory allows (self-evolving) LLM agents to adapt across tasks by consolidating heterogeneous interaction histories into reusable facts, preferences, observations, and r…
SafeSearch: Automated Red-Teaming of LLM-Based Search Agents
Jianshuo Dong, Sheng Guo, Hao Wang +6
Search agents connect LLMs to the Internet, enabling them to access broader and more up-to-date information. However, this also introduces a new threat surface: unreliable search r…
Blind Gods and Broken Screens: Architecting a Secure, Intent-Centric Mobile Agent Operating System
Zhenhua Zou, Sheng Guo, Qiuyang Zhan +6
The evolution of Large Language Models (LLMs) has shifted mobile computing from App-centric interactions to system-level autonomous agents. Current implementations predominantly re…
PAPAYA Federated Analytics Stack: Engineering Privacy, Scalability and Practicality
Harish Srinivas, Graham Cormode, Mehrdad Honarkhah +9
Cross-device Federated Analytics (FA) is a distributed computation paradigm designed to answer analytics queries about and derive insights from data held locally on users' devices.…