Ensemble-based gate dropouts for quantum circuits

MasKIT is a framework that provides masking functionality in the context of parameterized quantum circuits for PennyLane. It simplifies researching trainability and expressivity of those circuits by enabling to dynamically mask gates within a circuit. The framework is designed to act as a drop-in replacement and therefore allows to enhance your existing PennyLane projects with low effort.

The masking is supported on different axes, i.e. layers, wires, parameters, and entangling gates, for different modes, i.e. adding, removing, inverting.

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