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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Zhoupeng Guo

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Preprint Aug 2026

Socialized Division and Collaboration: Rethinking Class-Incremental Learning under Optimization Conflicts

This work proposes Socialized Division and Collaboration as a reformulation of continual learning that decomposes session learning across specialized models in response to optimization conflicts, while enabling coordinated collaboration and introduces an energy-based session-model compatibility criterion grounded in He...

Xinjie Yao, 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

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