Coherence time is a measure of the time duration over which a quantum system maintains its quantum coherence. In quantum mechanics, coherence refers to the ability of a quantum state to exhibit interference effects, which is crucial for many quantum phenomena and applications, such as quantum computing, quantum cryptography, and quantum optics.
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It takes time for the quantum state to evolve. So in order to have a deep quantum circuit, we need longer coherence times.