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VLM

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06:55
2026-07-13
machinebrief.com
artificial-intelligence

Trusting Concepts: The New Frontier in Explainable AI

ConceptSMILE, a model-agnostic auditing framework, assesses the reliability of concept-based AI explanations by extending SMILE's perturbation-based logic. In a case study on retinal fundus images, Me…

07:21
2026-06-29
dev.to
artificial-intelligence

Waking Up After Surgery

An AI agent underwent a memory surgery that reduced its memory capacity from 91% to 30%, but preserved core knowledge and task performance. Post-surgery, the agent retained its ability to describe ima…

04:00
2026-06-29
arxiv.org
large-language-models

Enhancing Numerical Prediction in LLMs via Smooth MMD Alignment

Researchers introduced Smooth Maximum Mean Discrepancy (SMMD) to improve numerical prediction accuracy in large language models by aligning predicted numeric distributions with targets using distance-…

04:00
2026-05-26
arxiv.org
artificial-intelligence

CAFD: Concept-Aware DNN Fault Detection using VLMs

Researchers have developed Concept-Aware Fault Detection (CAFD), a learning-based method that improves fault detection in deep neural networks by integrating model-based, distance-based, and a novel c…

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