We show that a model owner can artificially introduce uncertainty into their model and provide a corresponding detection mechanism.
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Jun 2, 2025 - Jupyter Notebook
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selective-prediction
Here are 9 public repositories matching this topic...
Deepfake detection with Bayesian uncertainty quantification, selective prediction, and an interactive Streamlit demo.
computer-vision pytorch uncertainty-quantification deepfake-detection streamlit selective-prediction bayesian-ml trustworth-ai
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Mar 18, 2026 - Jupyter Notebook
Trustworthy medical image classification: noise-robust ConvNeXt-Tiny with 83.5% accuracy, calibrated selective prediction, HAM10000 + ISIC 2019.
research computer-vision deep-learning pytorch medical-imaging calibration dermatology noisy-labels selective-prediction convnext
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Apr 17, 2026 - Python
Code for our paper analyzing the looseness of the upper bound on selective classification performance.
machine-learning uncertainty-quantification rejection abstention selective-classification selective-prediction
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Nov 18, 2025 - Jupyter Notebook
Investigation of how sampling strategies affect Selective Prediction performance in Multi Task Learning
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Jan 4, 2022 - Python
Transform enrichment outputs into verifiable pathway claims via stability distillation, evidence modules, and mechanical PASS/ABSTAIN/FAIL audits.
reproducible-research computational-biology quality-assurance pathway-analysis enrichment-analysis gsea bioinformatics-tool abstention selective-prediction metascape llm fgsea
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Feb 20, 2026 - Python
Reproducible pipeline for silent-failure auditing in ECG accept-sets (MIT-BIH) with Newton–Puiseux onset scoring
machine-learning deep-learning uncertainty ecg calibration triage interpretability robustness error-detection mit-bih biomedical-signal-processing selective-prediction complex-valued-neural-networks newton-puiseux model-auditing
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Jan 12, 2026 - Python
Code Repository for SCoRE paper
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Apr 8, 2026 - Jupyter Notebook
BoundaryBench: Benchmark + tool-augmented method for boundary containment under GPS noise
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Mar 8, 2026 - Python
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