Surrey Police responded to two separate incidents, which are believed to be linked, in the town centre at around three thirty and three fifty.
The suspects, aged 18, 21 and 22, were arrested on suspicion of attempted murder and grievous bodily harm.
The two victims were taken to hospital with serious injuries.
Anyone with information is being urged to come forward.
