Cuda Toolkit 11.1 on Windows 10 failure

I have a GeForce GTX 1060 on my Windows 10 64 bit machine. I upgraded the CUDA toolkit from version 9.2 to 11.1. The CUDA driver unfortunately is still at 431.53 and as a result I get an error when I try to call CudaSetDevice. The driver downloads page does not seem to know about GTX 1060, and the GEFORCE EXPERIENCE app only indicates version 446 is available. As a result it does not appear there is any way to use visual studio 2019 with CUDA support on my machine.