With the dotnet version 1.0.0, you have to use the –filter option:
You can filter by DisplayName, FullyQualifiedName and Traits.
Ex:
dotnet test --filter "FullyQualifiedName=YourNamespace.TestClass1.Test1"
Also, these operators are allowed: =, != and ~ (contains).
More info here: docs