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Research questionHow can interactive webpage generators verify that reference interactions work, not just that pages look similar?Screenshot similarity can miss whether a generated page responds correctly to the actions shown in a reference interaction trajectory. This leaves broken interactive behavior insufficiently captured by appearance-based evaluation.
AI
AI Agents
Code Generation & Program Synthesis
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Multimodal Models
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Latest papersRecent research connected to this question, newest first.Rendering-in-the-Loop: An Execution-Driven Agent for Interactive Web DevelopmentThe evidence concerns RILA, which replays reference interaction trajectories on generated webpages and combines execution-aware interaction observations with visual assessment. Results are reported across foundation models on IWR-Bench, alongside an execution-verified data-synthesis pipeline.research paper · Sep 2, 2026
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