Japan Lifeline (Japan)

Topological Renormalization of Genomic Interactomes: Overcoming Volume-Law Scaling in Quantum-Inspired Adaptive Tensor Tree Networks to Emulate data and Bioinformatics.

The scaling of artificial intelligence in computational biology, multi-omic fusion, and sequence modeling is fundamentally constrained by a volumetric memory wall, where dense cross-product evaluations yield intractable O(N2) memory and computational complexities. This paper pres...

Effects of residency matching policies on regional distribution of residents: a simulation study using a stable matching algorithm

Abstract Background Appropriate geographical allocation of medical residents is often proposed to alleviate the regional maldistribution of physicians in Japan; however, its effectiveness remains unclear. We assessed the impact of adjusting residency positions and evaluated the e...