Preprint
Aug 2026
Credit the Right Box: Marginal Contribution Assignment for Structured Visual Perception
This work proposes MCR-GRPO, a marginal contribution assignment framework that derives box-level credit directly from each sampled response, preserving GRPO's response-level comparison while enabling box-aware optimization of structured multi-object grounding.
Xinheng Han, Jianfeng Wang, Yu Chen et al.
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