4 papers · 1 filter
A Dual-Helix Governance Approach Towards Reliable Agentic Artificial Intelligence for WebGIS Development
Boyuan Guan, Wencong Cui, Levente Juhasz
WebGIS development requires consistency, yet agentic AI often fails due to LLM context constraints, forgetting, stochasticity, instruction failure, and adaptation rigidity. We prop…
Sheet As Token: A Graph-Enhanced Representation for Multi-Sheet Spreadsheet Understanding
Yiming Lei, Yiqi Wang, Yuhang Yao +6
Workbook-scale spreadsheet understanding is increasingly important for language-model-based data analysis agents, but remains challenging because relevant information is often dist…
Exploring Robust Multi-Agent Workflows for Environmental Data Management
Boyuan Guan, Jason Liu, Yanzhao Wu +1
Embedding LLM-driven agents into environmental FAIR data management is compelling - they can externalize operational knowledge and scale curation across heterogeneous data and evol…
Reinforcement Learning Approach for Integrating Compressed Contexts into Knowledge Graphs
Ngoc Quach, Qi Wang, Zijun Gao +3
The widespread use of knowledge graphs in various fields has brought about a challenge in effectively integrating and updating information within them. When it comes to incorporati…