2 papers
cs.CE2026
Learning Population-Level Dynamics through a Latent Fokker--Planck Model and Discrepancy Transport Maps
Chengyang Huang, Krishna Garikipati
Many scientific and engineering systems are observed as time-indexed probability distributions whose governing dynamics are unknown and whose individual trajectories are unavailabl…
cs.CE2026
Bayesian Variational System Identification with Weak-Form Residual Likelihoods
Chengyang Huang, Siddhartha Srivastava, Krishna Garikipati +1
We consider system identification for discovering parameterized operators in governing partial differential equations (PDEs) from noisy spatiotemporal data. Building on variational…