Functional protein mining with conformal guarantees

RS Boger, S Chithrananda, AN Angelopoulos… - Nature …, 2025 - nature.com
Molecular structure prediction and homology detection offer promising paths to discovering
protein function and evolutionary relationships. However, current approaches lack statistical …

Conformal Prediction: A Data Perspective

X Zhou, B Chen, Y Gui, L Cheng - arXiv preprint arXiv:2410.06494, 2024 - arxiv.org
Conformal prediction (CP), a distribution-free uncertainty quantification (UQ) framework,
reliably provides valid predictive inference for black-box models. CP constructs prediction …

Graph Sparsification for Enhanced Conformal Prediction in Graph Neural Networks

Y He, P Maneriker, A Srinivasan, AT Vadlamani… - arXiv preprint arXiv …, 2024 - arxiv.org
Conformal Prediction is a robust framework that ensures reliable coverage across machine
learning tasks. Although recent studies have applied conformal prediction to graph neural …