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Ying-Jun Du

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#machine learning Preprint Nov 2026

Perturb, Repair, Verify: Self-Play Vision-Language Verifiers for Compositional Understanding

PROVE (Perturb-and-Repair Optimization for Vision-Language Evaluation) is introduced, a self-play framework that trains verifiers through a closed perturb-verify-repair-verify loop and improves fine-grained compositional verification across model scales and families.

Zi-Jun Huang, Ying-Jun Du, Cees G. M. Snoek · 0 citations

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