Dynamic planning for llm-based graphical user interface automation

S Zhang, Z Zhang, K Chen, X Ma, M Yang… - arxiv preprint arxiv …, 2024 - arxiv.org
The advent of large language models (LLMs) has spurred considerable interest in
advancing autonomous LLMs-based agents, particularly in intriguing applications within …

Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question Answering

Y Zhang, K Chen, X Bai, Q Guo, M Zhang - arxiv preprint arxiv …, 2024 - arxiv.org
Knowledge graph question answering (KGQA) involves answering natural language
questions by leveraging structured information stored in a knowledge graph. Typically …

Structured Matrix Basis for Multivariate Time Series Forecasting with Interpretable Dynamics

X Chen, X Li, X Chen, Z Li - The Thirty-eighth Annual Conference on … - openreview.net
Multivariate time series forecasting is of central importance in modern intelligent decision
systems. The dynamics of multivariate time series are jointly characterized by temporal …