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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

Xing-Hao Jiang

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Preprint Oct 2026

SAPO: Self-Supervised Attention Policy Optimization for Improving Temporal Video Grounding in Vision-Language Models

Video vision-language models (VLMs) have strong semantic understanding, yet remain unreliable at precise temporal grounding. Existing gains from explicitly aligning video frames with absolute time suggest that VLMs may already encode accurate temporal locations internally but lose precision when expressing them as time...

Zi-Xuan Chen, De-Peng Wang, Wei Chen et al. · 0 citations
Preprint Sep 2026

RED: Reconstruction Evolution Dynamics for Generalizable AI-Generated Image Detection

Red is the first framework to use scale-wise token predictability to guide forensic evidence aggregation across intermediate reconstruction states, and shows strong robustness to common image degradations, supporting the value of reconstruction evolution for generalizable AI-generated image detection.

Wen-Peng Mu, Jun-Shan Jin, Tan-Feng Sun et al. · 0 citations
2026

MF2DA: Multi-Level Feature Fusion for Robust Detection and Attribution of Universal AI-Generated Images

The proliferation of hyper-realistic AI-generated images poses significant threats to digital information integrity and forensic accountability. Existing detection methodologies, however, face three critical bottlenecks: vulnerability to real-world distortions such as social media compression, inadequate specialization...

Wen-Peng Mu, Qiang Xu, Yi-Ning Zhang et al. · 1 citation

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