Birla, 57, has been MLA from Rajasthan thrice and MP twice.
The 56-year-old leader is considered to be close to both Modi and BJP president Amit Shah.
Sources said the Cabinet at its meeting on Thursday is expected to finalise the schedule for the session, the first after the Narendra Modi government has taken over.
A total of 13 motions were moved in support of Birla.