Visual-SDPO distills visual feedback from rendered code outputs into a student policy via grounded credit weighting and GRPO, yielding over 10-point gains on chart/UI/slide benchmarks.
WebCode2M: a real- world dataset for code generation from webpage designs
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
ArkTrans achieves up to 90.67% compilable ArkUI translations from KJC/SwiftUI using heuristic LLM guidance and empirical post-fixing rules, versus 0% for direct or one-shot prompting on a 100-sample benchmark.
citing papers explorer
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Self-Distillation Policy Optimization via Visual Feedback: Bridging Code and Visual Artifacts
Visual-SDPO distills visual feedback from rendered code outputs into a student policy via grounded credit weighting and GRPO, yielding over 10-point gains on chart/UI/slide benchmarks.