AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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TrafficImag is introduced, the first benchmark for counterfactual roadside traffic video generation, which combines a large-scale roadside dataset with an executable protocol that supports behavior reasoning, intervention-aware image editing, and conditional video generation.
Improvements show that an explicit graph world model harness can substantially improve the reliability and efficiency of long-horizon embodied planning across compact and frontier hosted LLM capabilities.
This work proposes AMRM-Pure, a purification framework that denoises adversarial inputs by preserving patch-level semantics, and formulate this process as a tractable optimization problem with respect to the input.
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