Three-World Hierarchy for General Neural-Network-in-the-Loop Stochastic Dynamical System

Abstract excerpt

The remarkable success of neural networks, both in theory and practice, has led to their increasing integration with the physical world, making physically interactive world models a tangible reality. The interaction between neural networks and the physical world is managed through human-crafted algorithms, reinforcement learning, and, more recently, world models. However, the standard neural network workflow-defin...

Topics

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• Algorithms
• Cell Count
• Computational Biology
• Gene Regulatory Networks
• Neural Networks, Computer
• Phenotype
• Single-Cell Analysis
• Single-Cell Gene Expression Analysis

Identifiers and source

Literature Corpus work

6cfff870-6925-58da-91ee-1af723c4ffb4

DOI

10.20944/preprints202508.1078.v1