Kumar, the national president of the Janata Dal (United), said the party's state unit had taken a "policy decision" not to field candidates for the Araria Lok Sabha and Bhabhua and Jahanabad Assembly seats.
The three seats were vacated after the deaths of a sitting MP and two MLAs who did not belong to the JD(U), he said.
"We do not see anything wrong in our decision not to contest these by-polls," he told reporters here on the sidelines of a public interaction programme "Lok Samvad".
While Araria and Jahanabad were held by the RJD, Bhabhua was with the BJP.
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The ruling NDA in the state is yet to come out with names of candidates for the three seats.
Asked if he would take part in the campaign for the March 11 by-polls, Kumar said no decision had been taken on this yet.
Replying to a query on Prime Minister Narendra Modi's recent speech in Parliament where he had blamed Jawaharlal Nehru for India's Partition, Kumar said, "In a democracy everyone has the right to hold a view".
On the other hand, he added, there was Gandhi, with many of his followers, including Nehru and Vallabhbhai Patel.
"It is, however, also a fact that the joy of freedom was marred by the tragedy of the Partition. And Gandhi as well as people like Ram Manohar Lohia had on August 15, 1947, stayed away from the celebrations, devoting their energies to bringing communal passions under control," Kumar said.
"These are frivolities that gain currency when elections are close," he said.
Replying to a query about Congress president Rahul Gandhi's criticism of Mohan Bhagwat's statements on the RSS's ability to get "battle ready", Kumar said, "I am not fully aware of what the issue is".
"But I do not think there is anything wrong in any organisation talking about its willingness to contribute towards national security," Kumar added.
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