DynEx: Dynamic Code Synthesis with Structured Design Exploration for Accelerated Exploratory Programming
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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.
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Citing papers per year: 2025: 4; 2026: 2.
6 papers.
- 2025SlideCoder: Layout-aware RAG-enhanced Hierarchical Slide Generation from Designcited by 22
- 2026EfficientPosterGen: Semantic-aware Efficient Poster Generation via Token Compression and Accurate Violation Detectioncited by 8
- 2025DuetUI: A Bidirectional Context Loop for Human-Agent Co-Generation of Task-Oriented Interfacescited by 3
- 2025StoryEnsemble: Enabling Dynamic Exploration & Iteration in the Design Process with AI and Forward-Backward Propagationcited by 2
- 2025AgentDynEx: Nudging the Mechanics and Dynamics of Multi-Agent Simulationscited by 1
- 2026Alignment Games: A Framework for Conceptual Repair in Human-AI Collaborationcited by 0
- 2026Alignment Games: A Framework for Conceptual Repair in Human-AI Collaboration28 Sep 2026
- 2026EfficientPosterGen: Semantic-aware Efficient Poster Generation via Token Compression and Accurate Violation Detection25 Feb 2026
- 2025DuetUI: A Bidirectional Context Loop for Human-Agent Co-Generation of Task-Oriented Interfaces16 Sep 2025
- 2025StoryEnsemble: Enabling Dynamic Exploration & Iteration in the Design Process with AI and Forward-Backward Propagation5 Aug 2025
- 2025SlideCoder: Layout-aware RAG-enhanced Hierarchical Slide Generation from Design9 Jun 2025
- 2025AgentDynEx: Nudging the Mechanics and Dynamics of Multi-Agent Simulations13 Apr 2025