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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

Shoudong Han

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Jul 2026

More Data, Worse Decisions? Preference Reversals in Neural Networks under Gram Incompatibility

This work shows that pooled refitting recomputes the inverse-Gram geometry used to weight source evidence, which can reverse shared preferences, and derive exact and approximate preservation conditions, and develops a three-stage audit that traces strict pairwise reversals through decision changes to task-defined utili...

Yanli Yan, Yuanzheng Li, Yong Zhao et al. · 0 citations

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