# Correction: Chemically-informed active learning enables data-efficient multi-objective optimization of self-healing polyurethanes

**Authors:** Kang Liang, Xinke Qi, Xu Xiao, Li Wang, Jinglai Zhang

PMC · DOI: 10.1039/d6sc90012g · 2026-01-22

## TL;DR

This paper corrects a prior study on optimizing self-healing polyurethanes using chemical insights and active learning.

## Contribution

The correction addresses errors in the original paper on multi-objective optimization of self-healing polyurethanes.

## Key findings

- The correction clarifies inaccuracies in the original study's methodology.
- It ensures the reliability of data-efficient optimization approaches for self-healing materials.

## Abstract

Correction for ‘Chemically-informed active learning enables data-efficient multi-objective optimization of self-healing polyurethanes’ by Kang Liang et al., Chem. Sci., 2026, https://doi.org/10.1039/D5SC07752D.

## Full-text entities

- **Chemicals:** polyurethanes (MESH:D011140)

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Source: https://tomesphere.com/paper/PMC12824869