3 papers
physics.data-an2026
Online local learning for generative thermodynamic computing
Huilin Wang, Weibing Deng
Generative thermodynamic computers turn thermal noise into structured data through Langevin dynamics. We train these systems with a local update at each integration step. The rever…
cs.SI2025
Diffusion Signals Reveal Hidden Connections: A Physics-Inspired Framework for Link Prediction via Personalized PageRank Signals
Huilin Wang Wenjun Zhang Weibing Deng
Link prediction in complex networks--identifying the missing or future connections--remains a cornerstone problem for understanding network evolution and function, yet existing met…
physics.soc-ph2024
q Index Degree Distribution in Random Networks via Superstatistics
Huilin Wang, Weibing Deng
In this study, we employ a superstatistical approach to construct q exponential and q Maxwell Boltzmann complex networks, generalizing the concept of scale free networks. By adjust…