Phase transition to failure: Quantifying critical thresholds of gradient conflict in PINN for LLG dynamics​​

Ding Ma, Lina Chen, Ronghua Liu

Journal of Nanjing University(Natural Sciences) ›› 2026, Vol. 62 ›› Issue (2) : 309-322.

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Journal of Nanjing University(Natural Sciences) ›› 2026, Vol. 62 ›› Issue (2) : 309-322. DOI: 10.13232/j.cnki.jnju.2026.02.013

Phase transition to failure: Quantifying critical thresholds of gradient conflict in PINN for LLG dynamics​​

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{{article.zuoZheEn_L}}. {{article.title_en}}[J]. {{journal.qiKanMingCheng_EN}}, 2026, 62(2): 309-322 https://doi.org/10.13232/j.cnki.jnju.2026.02.013

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