Simulating Non-Markovian Open Quantum Dynamics with Neural Quantum States

The recent development of the NQS-DQME framework marks a significant advancement in the simulation of non-Markovian open quantum dynamics. By integrating environmental memory through dissipatons, this approach not only reduces computational scaling but also provides a compact representation of many-body correlations. Benchmarking against traditional hierarchical equations of motion has demonstrated that the NQS-DQME maintains accuracy while improving scalability and interpretability. This methodology is crucial as it opens new paths for exploring previously intractable quantum systems, potentially leading to breakthroughs in understanding complex quantum behaviors.