AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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We introduce a post-training method for diffusion language models (DLMs) that minimizes Maximum Mean Discrepancy (MMD) between generated and reference distributions in the feature space of a frozen pretrained DLM. To estimate MMD, we retain contextual features at individual token positions, obtaining multiple observati...
This work evaluates modern KV offloading on Text2JSON and other context-intensive tasks and finds significant performance degradation on both Llama 3 and Qwen 3 models, highlighting the need for a comprehensive and rigorous evaluation of long-context compression techniques.
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