Functional protein mining with conformal guarantees
Molecular structure prediction and homology detection offer promising paths to discovering
protein function and evolutionary relationships. However, current approaches lack statistical …
protein function and evolutionary relationships. However, current approaches lack statistical …
Conformal Prediction: A Data Perspective
Conformal prediction (CP), a distribution-free uncertainty quantification (UQ) framework,
reliably provides valid predictive inference for black-box models. CP constructs prediction …
reliably provides valid predictive inference for black-box models. CP constructs prediction …
Graph Sparsification for Enhanced Conformal Prediction in Graph Neural Networks
Conformal Prediction is a robust framework that ensures reliable coverage across machine
learning tasks. Although recent studies have applied conformal prediction to graph neural …
learning tasks. Although recent studies have applied conformal prediction to graph neural …