Most papers that are submitted with physics inspired approaches are rejected from conferences. There is indeed a mono culture, but it's not due to a bias in physics. Maybe physics envy.
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Yes, without a doubt these are physics inspired models. They kicked started the deep learning field. But, few use these models anymore.
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Yes; I understand and applaud your frustration that potentially relevant physical methods and intuitions are now being ignored.
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