Some experiments are literally looking for new types of matter that could play a role in interacting with observable/known matter than could potentially explain

Some experiments are literally looking for new types of matter that could play a role in interacting with observable/known matter than could potentially explain the overall observations. Some folks are also tinkering with the models/equations themselves to explore how to better model the universe. See Modified Newtonian Dynamics as an example.