arXivAI Research
Neural Petri Flows: Hard-Wiring Physical Conservation Laws into Chemical Reaction AI
結合 Petri 網與深度學習的神經 Petri 流（NPF）：將物理守恆定律寫入化學反應預測
This paper introduces Neural Petri Flows (NPF), which hard-wire chemical conservation laws directly into neural network layers, achieving state-of-the-art performance in chemical reaction prediction, atom mapping, and classification with minimal or no training.
2 min read