Author

Shi-Ju Ran

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#artificial intelligence Preprint Aug 2026

LLMs Interpret, Embeddings Organize, Graphs Emerge: Agent-Driven Compilation of Scientific Knowledge

A chronologically compiling 56 published papers from one research program yields a source-traceable author research portrait centered on tensor-network methods, with branches into quantum many-body research, tensor-network machine learning, and quantum-AI-oriented directions.

Shi-Ju Ran, Kun Zhang, Xi Wu et al. · 1 citation

Preprint Aug 2026

Interface Capacity and Architectural Replenishment Determine Entanglement-Generation Speed in Quantum Networks

We show that entanglement-generation speed across a fixed network interface is governed by two distinct resources: the entangling capacity of the interface itself and the ability of the surrounding architecture to replenish it with fresh degrees of freedom. For fermionic Gaussian dynamics, we derive the coefficient-sha...

Shi-Ju Ran · 0 citations