The woman boarded the bus last night to go to Rampur but slept in the vehicle with her two children on the advice of the driver and conductor.
She was allegedly raped in the vehicle, while her baby who fell from her lap as she fought to fend off the accused, died, police said.
The woman has been sent for medical examination and the infant's body sent for post-mortem, they said.