4 citations · 6 across the 4 of their papers we have counts for
4 papers
Bridging Natural Language and Interactive What-If Interfaces via LLM-Generated Declarative Specifications
Sneha Gathani, Sirui Zeng, Diya Patel +5
What-if analysis (WIA) lets users explore hypothetical scenarios by adjusting parameters, applying constraints, and scoping data through interactive interfaces. Current tools fall…
Challenges & Opportunities with LLM-Assisted Visualization Retargeting
Luke S. Snyder, Chenglong Wang, Steven M. Drucker
Despite the ubiquity of visualization examples published on the web, retargeting existing custom chart implementations to new datasets remains difficult, time-intensive, and tediou…
Data Analysis in the Era of Generative AI
Jeevana Priya Inala, Chenglong Wang, Steven Drucker +6
This paper explores the potential of AI-powered tools to reshape data analysis, focusing on design considerations and challenges. We explore how the emergence of large language and…
Data Formulator 2: Iterative Creation of Data Visualizations, with AI Transforming Data Along the Way
Chenglong Wang, Bongshin Lee, Steven Drucker +2
Data analysts often need to iterate between data transformations and chart designs to create rich visualizations for exploratory data analysis. Although many AI-powered systems hav…