Yes. A well designed SecureRandom will give random numbers that are completely unpredictable, meaning that if an attacker obtains one key pair, or a thousand key pairs, that will not help him in predicting the next key pair.
Reseeding your secure random will cost quite some time (depending where the actual random bits are coming from), so you do not want to reseed it to often.