Soma Dhavala — accepted AI-conference papers

2024

Automatic Interpretation of Line Probe Assay Test for Tuberculosis

Jatin Agrawal, Mukul Kumar, Avtansh Tiwari, Sachin Danisetty, Soma Dhavala, Nakul Jain +7

AAAI 2024technical

Line Probe Assay (LPA) is a widely used method for diagnosing drug-resistant tuberculosis (DRTB), but it is a time-consuming and labor-intensive process that requires expert interpretation. DRTB is a significant threat to global TB control efforts and its prompt diagnosis is critical for initiating…

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2024

QuantProb: Generalizing Probabilities along with Predictions for a Pre-trained Classifier

Aditya Challa, Soma Dhavala, Snehanshu Saha

UAI 2024poster

Quantification of Uncertainty in predictions is a challenging problem. In the classification settings, although deep learning based models generalize well, class probabilities often lack reliability. Calibration errors are used to quantify uncertainty, and several methods exist to minimize calibrati…

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