2 citations · 2 across the 3 of their papers we have counts for
5 papers
Unsupervised Thermodynamics of Molecular Diffusion Models: Action-Operator Semantics and Auditable Free-Energy Readout
Wenjie Xi
Diffusion models are increasingly utilized for modeling molecular structures and conformational ensembles, yet the thermodynamic meaning of their learned representations and scores…
Autonomous Emergence of Hamiltonian in Deep Generative Models
Wenjie Xi, Wei-Qiang Chen
The unprecedented predictive success of deep generative models in complex many-body systems, such as AlphaFold 3, raises an epistemological question: do these networks merely memor…
On a class of fusion 2-category symmetry: condensation completion of braided fusion category
Wenjie Xi, Tian Lan, Longye Wang +2
Recently, many studies are focused on generalized global symmetry, a mixture of both invertible and non-invertible symmetries in various space-time dimensions. The complete structu…
Hunting Down Magnetic Monopoles in 2D Topological Insulators
Wenjie Xi, Wei Ku
Contrary to the electric charge that generates the electric field, magnetic charge (namely magnetic monopoles) does not exist in the elementary electromagnetism. Consequently, magn…
Non-necessity of band inversion process in 2D topological insulators for bulk gapless states and topological phase transitions
Wenjie Xi, Wei Ku
In commonly employed models for 2D topological insulators, bulk gapless states are well known to form at the band inversion points where the degeneracy of the states is protected b…