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Abstract: Membership attacks pose a major issue in terms of secure machine learning, especially in cases in which real data are sensitive. Models tend to be overconfident in predicting labels from the ...

A practical guide to the four strategies of agentic adaptation, from "plug-and-play" components to full model retraining.

We present SegLLM, a novel multi-round interactive segmentation model that leverages conversational memory of both visual and textual outputs to reason over previously segmented objects and past ...

Nikola Jokić, Shai Gilgeous-Alexander and Luka Dončić lead the way, but the rest of the Ladder remains up for grabs. Shaun Powell Jaylen Brown scores 42 points in a win over the New York Knicks. The ...

Abstract: The integration of Artificial Itelligence (AI) and edge computing has sparked significant interest in edge inference services. In this paper, we consider delay-sensitive, differential ...