Before revision:  Our experiments showed that these simple modifications increase out-of-distribution detection performance while keeping the solution seamless.  
After revision:  Our experiments showed that these simple modifications increase out-of-distribution detection performance while keeping the solution seamless. Code available at URL out-of-distribution detection