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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Wen-Tao Zhang

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Preprint Sep 2026

Human-Centric Image Captioning with Subject-Centered Spatial Understanding

This work introduces SPACE (Subject-centric Poses, Appearance, and Characteristics Evaluation), a benchmark designed to evaluate subject-centered spatial understanding, and designs a rubric-based reward for Group Relative Policy Optimization that explicitly penalizes structurally critical spatial errors during alignmen...

Bozhou Li, Jia-Hang Zhang, Yue Ding et al. · 0 citations
Jul 2026

Flux-OPD: On-Policy Distillation with Evolving Contexts

Flux-OPD is proposed, an OPD paradigm that uses evolving contexts as in-training supervision to capture task preferences in open-ended domains and outperforms existing OPD paradigms, highlighting the potential to combine teacher supervision with evolving contexts.

Yu-Ran Wang, Zekun Wang, Bohan Zeng et al. · 1 citation

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