AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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VINCIE-NExT is introduced, a unified framework that transfers editing capability from images to videos through in-context visual demonstrations, alleviating the need for large-scale paired video editing data and provides principled test-time scaling.
AMPLE-Math, a reusable suite of 5,319 mathematical problems with six reasoning views that share the same answer, is constructed and AMPLE-Math, a reusable suite of 5,319 mathematical problems with six reasoning views that share the same answer, is compared, suggesting that OPSD can improve access to existing reasoning...
This work recast the problem as selective trust and introduces MIST, a human-annotated benchmark that renders each reasoning item under four matched conditions, together with SC2W, a paired metric counting how often a misleading signal flips a clean-correct answer to wrong.
This work proposes an action-class-oriented diagnostic framework that decomposes multi-turn failures into two orthogonal modes: action-class miscalibration and action-execution failure.
This work organizes the embodied data ecosystem as a pyramidspanning five complementary sources: real-robot data, UMI-style data, egocentric and exocentric data, simulation data, and general vision-language data, and further characterize each source in terms of data quality, diversity, reusability, and physical fidelit...
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