most citedVariational Transformer Ansatz for the Density Operator of Steady States in Dissipative Quantum Many-Body Systems

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cs.CE2026

Conservative Discrete Structure Stabilizes Autoregressive Rollouts in a 1D Drift Diffusion Poisson Benchmark

Yufeng Wang, Lu Wei, Haibin Ling

Learned plasma transport surrogates can match short horizon states while failing over long rollouts because charge accounting, density admissibility, and Poisson compatible field r…