Retrainable physics-integrated neural differentiable modeling of sintering across material systems

arXiv:2609.31518 · cond-mat.mtrl-sci, cs.LG · Submitted 2026-09-25 · Read on arXiv

cond-mat.mtrl-sci, cs.LG

Submitted: 2026-09-25

Updated: 2026-09-25

Terminology

• Ablation — 14× in this paper · explained in 1 episode
• Accuracy — 12× in this paper · explained in 1 episode
• Empirical Coverage — 8× in this paper · explained in 2 episodes
• Calibration — 3× in this paper · explained in 7 episodes
• Active Learning — 2× in this paper · explained in 6 episodes
• Adaptive Sampling — 2× in this paper · explained in 1 episode
• Diffusion Model — 2× in this paper · explained in 8 episodes
• Diffusion Models — 2× in this paper · explained in 6 episodes
• Epistemic Uncertainty — 2× in this paper · explained in 9 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Regularization — 2× in this paper · explained in 3 episodes
• Uncertainty Quantification — 2× in this paper · explained in 8 episodes
• Ablation study — 1× in this paper · explained in 1 episode
• Activation Function — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Conference on Computer Vision and Pattern Recognition — 1× in this paper
• Consistency — 1× in this paper · explained in 3 episodes
• Ensemble Approach — 1× in this paper · explained in 3 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Inverse Problem — 1× in this paper · explained in 2 episodes
• Loss Function — 1× in this paper · explained in 2 episodes
• Physical Constraints — 1× in this paper · explained in 7 episodes
• Predictive Modeling — 1× in this paper · explained in 2 episodes
• Transfer Learning — 1× in this paper · explained in 10 episodes

Sources

• PiDDM: Physics-Informed Differentiable Degradation Modeling for Lithium-Ion Battery State-of-Health Prediction
• Universal Differential Equations for Scientific Machine Learning

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