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The search for new physics beyond the Standard Model is one of the centralproblems of current high energy physics interest. As the luminosities ofcurrent and near-future colliders continue to increase, the search for newphysics has increased the requirements for processing large amounts of data.Mean while, quantum computing which is rapidly evolving, has great potential tobecome a powerful tool to help search for new physics signals. Since thek-means algorithm is known to be able to be speeded up with the help of quantumcomputing, we investigate and propose an event selection strategy based onk-means algorithm to search for new physics signals. Taking the case oftri-photon processes at the muon colliders as an example, the event selectionstrategy is shown to be effective in helping to search for the signal ofdimension-8 operators contributing to anomalous quartic gauge couplings.

Using k-means assistant event selection strategy to study anomalous quartic gauge couplings at muon colliders