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Jitin Singla

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#machine learning Preprint Sep 2026

Cross-Model Agreement as a Deployment-Time Reliability Signal for Automatic Polyp Segmentation

In real-time colonoscopy, ground-truth annotations are unavailable at inference, so polyp segmentation models can fail silently. We propose Referee-Based Quality Estimation (RBQE), a reference-free framework measuring agreement between a primary segmentation model and an independently trained referee on the same image....

Siddharth Gupta, Jitin Singla · 1 citation
#machine learning Open access Aug 2026

Coarse composition suffices: tabular in-context learning for multi-activity antimicrobial peptide profiling

A simple, sequence-only pipeline can match and surpass leading methods by combining 330 interpretable sequence descriptors with TabPFN, a tabular foundation model that performs in-context prediction in a single forward pass without gradient-based training or hyperparameter search.

Anuj Pal, Raunak Kumar, D. Solanki et al. · 0 citations

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