Author

Jiekang Feng

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#computer vision Preprint Aug 2026

A2DINOv3: Rethinking Multi-Modal Object Detection via Socialized Collaboration

This work revisits multi-modal fusion from the perspective of socialized learning and proposes adapter to DINOv3 (A2DINOv3), a multi-expert collaboration framework with a Socialized Collaboration Protocol (SCP), where RGB and infrared branches are modeled as heterogeneous experts that independently preserve their speci...

Jiekang Feng, Zhi-He Fan, Yun-Qi Zhu et al. · 0 citations

Preprint Aug 2026

Towards a new paradigm of scientific discovery with socialized artificial intelligence

Bridging Literature, Agents, and Zero-gap Experimentation (BLAZE), a paradigm of socialized scientific intelligence, makes discovery more traceable, reproducible, and cumulative while preserving human creativity, judgment, and responsibility.

Xinjie Yao, Xing-Xin Xu, Xi-Yuan Gao et al. · 0 citations