ImageNet-Sketch
PulseAugur coverage of ImageNet-Sketch — every cluster mentioning ImageNet-Sketch across labs, papers, and developer communities, ranked by signal.
1 day(s) with sentiment data
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ZOTTA framework uses gradient-free optimization for test-time adaptation
Researchers have developed ZOTTA, a novel test-time adaptation (TTA) framework that utilizes gradient-free zeroth-order optimization (ZOO) to enhance model robustness under distribution shifts. Unlike traditional method…
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Research questions conformal prediction safety for zero-shot VLMs under shift
A new research paper published on arXiv questions the reliability of split-conformal prediction as a safety measure for zero-shot vision-language models (VLMs) when deployed under shifting data conditions. The study fou…
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Study finds split-conformal prediction fails class-conditional safety for VLMs under shift
A new paper investigates the effectiveness of split-conformal prediction as a safety layer for zero-shot vision-language models (VLMs) under shifting data conditions. The research found that while marginal coverage can …
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DOME method learns domain variables for improved test-time adaptation
Researchers have developed DOME, a new method for test-time adaptation that explicitly models domain variables from sparse supervision. Unlike previous approaches that infer a single global domain distribution, DOME use…