Transformer-Based Time-Series Inference of Lindblad Dynamics in Open Quantum Systems
The Lindblad master equation is the standard framework for describing the non-unitary evolution of open quantum systems, where environmental interactions induce dissipation and decoherence. When both the system Hamiltonian and the dissipation rates are partially unknown or explicitly time-dependent, traditional analytical inversion and system-identification techniques become intractable. Recent works have demonstrated that Transformer-based models can infer unknown dissipation rates from observable time series, yet these approaches typically rely on hand-crafted statistical features under idealized and highly restricted conditions. Here we advance the paradigm by introducing a raw time-se...
| Authors | Julian Guam, Jianqing Liu |
|---|---|
| Primary category | quant-ph |
| Published | 5 October 2026 |
| Last updated at source | 5 October 2026 |
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