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stat.ML2026
Isotonic Survival Regression: Calibrated Survival Distributions from Deep Cox Models
Anchit Jain, Kevin Zhang, Stephen Bates
Time-to-event data is widespread across the life sciences and engineering, but it is typically encountered together with censoring, which complicates the application of standard ma…
stat.ML2025★ 1 cited
Deep Ensembles for Epistemic Uncertainty: A Frequentist Perspective
Anchit Jain, Stephen Bates
Decomposing prediction uncertainty into aleatoric (irreducible) and epistemic (reducible) components is critical for the reliable deployment of machine learning systems. While the…