DeepSeek has released version V3.1 of its large language model, introducing a hybrid architecture that combines thinking and non-thinking modes in a single system.

This letter proposes a data-driven input reconstruction method from outputs (IRO) based on the Willems’ Fundamental Lemma. Given only output measurements, the unknown inputsestimated recursively by ...