mlsanityData to 7 Oct 2026

DynEx: Dynamic Code Synthesis with Structured Design Exploration for Accelerated Exploratory Programming

arXiv 2410.00400 ↗First posted 1 Oct 2024cs.HCcited by 6

Not on the map. Why?

Abstract (arXiv)

Recent advancements in large language models have significantly expedited the process of generating front-end code. This allows users to rapidly prototype user interfaces and ideate through code, a process known as exploratory programming. However, existing LLM code generation tools focus more on technical implementation details rather than finding the right design given a particular problem. We present DynEx, an LLM-based method for design exploration in accelerated exploratory programming. DynEx introduces a technique to explore the design space through a structured Design Matrix before creating the prototype with a modular, stepwise approach to LLM code generation. Code is generated sequentially, and users can test and approve each step before moving onto the next. A user study of 10 experts found that DynEx increased design exploration and enabled the creation of more complex and varied prototypes compared to a Claude Artifact baseline. We conclude with a discussion of the implications of design exploration for exploratory programming.

Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Oct 2024.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 4; 2026: 2.

6 papers.