Generating Predictable Secure Random Numbers

How can I instantiate a predictable and secure random number generator which will generate consistent random numbers across Java versions and operating systems?

The following code used to work in Java 8 but no longer works in Java 10:

import java.security.SecureRandom;

public class PredictableRandom {

public static void main(String[] args) {
    PredictableRandom predictableRandom = new PredictableRandom();
    predictableRandom.execute();
}

private void execute() {
    SecureRandom secureRandom = new SecureRandom();
    System.out.println(secureRandom.getAlgorithm());
    System.out.println(secureRandom.getProvider());
    long seed = 12345678L;
    secureRandom.setSeed(seed);
    System.out.println(secureRandom.nextLong());
    SecureRandom secureRandom2 = new SecureRandom();
    secureRandom2.setSeed(seed);
    System.out.println(secureRandom2.nextLong());
}
}

In Java 8 - good, different random objects generate the same random number:

SHA1PRNG
SUN version 1.8
3325995872096263519
3325995872096263519

In Java 10 - bad, different random objects generate different random number:

DRBG
SUN version 10
-3526685326322256981
-2373261409119309182