I hate to be the bearer of bad news but neither the Kokkos package nor GPU package support either of your pair styles, so everything is running on the host CPU 
Hence the nearly identical timings for all 3.
I hate to be the bearer of bad news but neither the Kokkos package nor GPU package support either of your pair styles, so everything is running on the host CPU Hence the nearly identical timings for all 3.