Datasets for Transformer-Based Inference of Dissipation Rates in Lindblad Dynamics

Title: Datasets for "Unraveling Quantum Environments: Transformer-Assisted Learning in Lindblad Dynamics"Authors: Chi-Sheng Chen, En-Jui Kuo This archive contains 7 CSV files corresponding to the examples presented in the main text (Table 1) and supplemental material. example1.csv — Single-qubit system with constant dissipation rate γ.example2.csv — Single-qubit system with two constant rates γ₊ and γ₋.example3.csv — Single-qubit with time-dependent γ(t) using Bernstein expansion.example4.csv — Single-qubit with time-dependent γ₊(t), γ₋(t).example5.csv — Two-qubit Heisenberg model with four constant γ_{j,±}.example6.csv — Two-qubit transverse Ising model with four time-dependent γ_{j,±}(t).example7.csv — Jaynes–Cummings system with time-dependent κ(t) and γ(t). All columns are labeled and include Hamiltonian parameters, observables (⟨σ_x⟩, ⟨σ_y⟩, etc.), and corresponding dissipation coefficients. Data was generated via QuTiP. Contact: En-Jui Kuo ([e-mail])