Rajapakse has eaten into Wickremesinghe's majority amid warnings from pro-democracy and anti-corruption groups about the tactics being used.
A member of Wickremesinghe's United National Party, S.B. Nawinna, became the latest to defect and was rewarded with the cultural affairs portfolio in Rajapakse's government.
A deputy from the Tamil National Alliance (TNA) party also switched sides and was made a deputy minister. "We are expecting a few more defections on Saturday," a source close to President Sirisena said.
At least three more deputies from the TNA, which has 16 in the 225-member parliament, are expected to go over to the Rajapakse.
The TNA has still said it will back a motion against Rajapakse that the UNP has submitted to be taken up when parliament does reconvene.
The TNA called Rajapakse's appointment on October 26 "unconstitutional and illegal." A statement from the party added that the alliance had "decided to vote in favour of the no-confidence motion against Rajapakse."
Tamil support is decisive for Wickremesinghe -- who has remained bunkered in the official prime minister's residence since his sacking, seeking to bolster his numbers in the assembly.
According to latest counts, Wickremesinghe has 103 MPs while Rajapakse and Sirisena together have 100. Most of the 22 remaining MPs, including the TNA, are likely to oppose Rajapakse, observers said.
Huge amounts are reportedly being offered to defectors.
A UNP stalwart, Range Bandara, said this week he was offered $2.8 million to cross over and support Rajapakse.
The minority Sri Lanka Muslim Congress (SLMC) party, which has seven lawmakers, said its members had also rejected offers to join the Sirisena-Rajapakse camp.
A pro-democracy movement urged MPs not to sell their votes and undermine the will of the people.
"We appeal to you not to allow parliament to be put up for sale. You have a responsibility to prevent Sri Lanka from being plunged further into a moral and ethical political abyss," the Movement for Democracy said.
It expressed alarm at ministerial positions being given for changing political loyalties. "We demand a stop to this culture of buying and selling votes," the group said.
The Transparency International anti-graft watchdog highlighted the country's Bribery Act which made accepting and offering inducements a jailable offence.
The president suspended parliament for 20 days until November 16 after sacking Wickremesinghe, in a move to put off a parliamentary vote that would have gone against his choice for prime minister.
Parliament opening doubtful
Parliament speaker Karu Jayasuriya has called a meeting for next Wednesday. But the president's spokesman Keheliya Rambukwella said he did still does not expect parliament to open before November 16.
Rajapakse loyalists are arranging a mass rally on Monday near the parliament complex to support to what the local media has dubbed a "constitutional coup."
Rights groups as well as Western nations have urged Sirisena to summon parliament to end the crisis.
UN Secretary General Antonio Guterres has joined the international calls for Sirisena to reinstate parliament.
Guterres told Sirisena he was following the Sri Lanka crisis "with concern," and "urged the president to revert to parliamentary procedures and allow the parliament to vote as soon as possible," a UN statement said.