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cs.LG2026
Learning Graphs through Continuous Information Entropy Fields
Hui Cong, Bo Sun, Ziheng Jiao +1
Graph theory is inherently descriptive, capturing what relationships exist but not why they arise, because it treats edges as primitive constructs. This paper proposes a new explan…
cs.LG2020
Learning Order Parameters from Videos of Dynamical Phases for Skyrmions with Neural Networks
Weidi Wang, Zeyuan Wang, Yinghui Zhang +2
The ability to recognize dynamical phenomena (e.g., dynamical phases) and dynamical processes in physical events from videos, then to abstract physical concepts and reveal physical…