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Jun-Tong Zhang

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Sep 2026

Temporal Data Leakage Inflates Machine Learning Performance in Compostable PBAT/PLA Polymer Biodegradation Modeling

This study quantifies how evaluation protocol choice, not model architecture, governs apparent machine learning (ML) performance in poly(butylene adipate-co-terephthalate)/polylactic acid (PBAT/PLA) composite biodegradation modeling. Seven regression architectures spanning linear, regularized, kernel-based, ensemble,...

Jun-Tong Zhang, Su-Wan Chen, Zi-Yi Li et al. · 0 citations

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