4 papers
It's TIME: Towards the Next Generation of Time Series Forecasting Benchmarks
Zhongzheng Qiao, Sheng Pan, Anni Wang +7
Time series foundation models (TSFMs) are revolutionizing the forecasting landscape from specific dataset modeling to generalizable task evaluation. However, we contend that existi…
Agentic Nesting: A New Methodology for Existing Enterprise Application Integration and Services
Xi Wang, Kun Li, Xianyao Ling +8
Enterprise operations extensively rely on multiple heterogeneous business systems and information applications, which also result in severe data silos and process fragmentation. En…
LLM and Agent-Driven Data Analysis: A Systematic Approach for Enterprise Applications and System-level Deployment
Xi Wang, Xianyao Ling, Kun Li +5
The rapid progress in Generative AI and Agent technologies is profoundly transforming enterprise data management and analytics. Traditional database applications and system deploym…
Multi-dimensional Data Analysis and Applications Basing on LLM Agents and Knowledge Graph Interactions
Xi Wang, Xianyao Ling, Kun Li +8
In the current era of big data, extracting deep insights from massive, heterogeneous, and complexly associated multi-dimensional data has become a significant challenge. Large Lang…