Summary
The most publicised of these is “string” theory, which implies a ten or eleven-dimensional Universe! Apart from the three dimensions of space that we know, the other dimensions could be microscopic and rolled up, totally beyond our perception.
In another approach, physicists are trying to look beyond the standard description of the geometry of the Universe… For the moment, these theories are essentially based on mathematical concepts and have not yet been confirmed by experimentation.