It's sad to tell you that both of them died in last two days, male first and female the next day.
To answer COBettaCouple's question, they had been like that since I introduced them into the tank. I acclimated them this way: Float the bag for ~20 minutes and then add 2/3 cup of tank water into the bag every 10 minutes for 4-5 times (can't remember exactly how many times I did that). After that, I netted them into the tank. During the acclimation, I shut off the tank light, and fed the fish inside. Just before introducing the swordtails, I moved the tank decoration around a bit. So, did I miss any thing in the acclimation?
I have a feeling it's the fish. Because when I bought them, they told me it was the first time they had this kind of swordtails. After a week I went back there for something else, I found all the same swordtails (had 5-6 left after I took those two) were gone, either people liked them very much or they died.
Anyway, I'm sad.