3 papers
cs.AI2026
Bridging Natural Language and Interactive What-If Interfaces via LLM-Generated Declarative Specification
Sneha Gathani, Sirui Zeng, Diya Patel +5
What-if analysis (WIA) is an iterative, multi-step process where users explore and compare hypothetical scenarios by adjusting parameters, applying constraints, and scoping data th…
cs.HC2026
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…
cs.HC2025
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…