most citedELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders

18 citations · 22 across the 4 of their papers we have counts for

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cs.LG2023★ 1 cited

Conformal prediction under ambiguous ground truth

David Stutz, Abhijit Guha Roy, Tatiana Matejovicova +3

Conformal Prediction (CP) allows to perform rigorous uncertainty quantification by constructing a prediction set satisfying for a user-chose…

cs.LG2023★ 2 cited

Evaluating AI systems under uncertain ground truth: a case study in dermatology

David Stutz, Ali Taylan Cemgil, Abhijit Guha Roy +17

For safety, medical AI systems undergo thorough evaluations before deployment, validating their predictions against a ground truth which is assumed to be fixed and certain. However…