AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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OxygenREC-v2 is proposed, a generative recommender that Internalizes Discrimination into Generative Recommendation (IDGR) and is implemented as a 3B-parameter, 1B-activated MoE and deployed on JD.com's large-scale e-commerce platform.
A unified framework for the error analysis of generative models based on the entropy production rate of the forward-reverse diffusion process pair is introduced, revealing the trade-off between deterministic and stochastic sampling.
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