We show that a model owner can artificially introduce uncertainty into their model and provide a corresponding detection mechanism.
-
Updated
Jun 2, 2025 - Jupyter Notebook
#
selective-prediction
Here are 7 public repositories matching this topic...
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
-
Updated
Nov 18, 2025 - Jupyter Notebook
Investigation of how sampling strategies affect Selective Prediction performance in Multi Task Learning
-
Updated
Jan 4, 2022 - Python
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
-
Updated
Mar 18, 2026 - Jupyter Notebook
BoundaryBench: Benchmark + tool-augmented method for boundary containment under GPS noise
-
Updated
Mar 8, 2026 - 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
-
Updated
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
-
Updated
Jan 12, 2026 - Python
Improve this page
Add a description, image, and links to the selective-prediction topic page so that developers can more easily learn about it.
Add this topic to your repo
To associate your repository with the selective-prediction topic, visit your repo's landing page and select "manage topics."