4 papers
LENS: Large Pre-trained Transformer for Exploring Financial Time Series Regularities
Yuanjian Xu, Anxian Liu, Jianing Hao +3
Modeling large-scale time series has gained significant attention in recent years. However, its direct application in finance remains challenging due to substantial differences in…
Facilitating Video Story Interaction with Multi-Agent Collaborative System
Yiwen Zhang, Jianing Hao, Zhan Wang +2
Video story interaction enables viewers to engage with and explore narrative content for personalized experiences. However, existing methods are limited to user selection, speciall…
VisTR: Visualizations as Representations for Time-series Table Reasoning
Jianing Hao, Zhuowen Liang, Chunting Li +3
Time-series table reasoning interprets temporal patterns and relationships in data to answer user queries. Despite recent advancements leveraging large language models (LLMs), exis…
FinFlier: Automating Graphical Overlays for Financial Visualizations with Knowledge-Grounding Large Language Model
Jianing Hao, Manling Yang, Qing Shi +3
Graphical overlays that layer visual elements onto charts, are effective to convey insights and context in financial narrative visualizations. However, automating graphical overlay…