The Joker. He is much smarter and more resourceful. More lethal weapons. Joker will win with multiple situations:
1. Joker shoots him as Zsasz charges at him.
2. Joker sprays laughing gas.
3. Joker squirts flower acid.
The Joker is a better fighter and has had much closer fights against Batman than Zsasz.