Rijiju, who hails from Arunachal Pradesh, said several militant groups had sent feelers that they were keen to come over ground and hold talks.
"Some militant groups are likely to surrender in coming months you will see," Rijiju said here.
He, however, did not elaborate.
He was speaking to reporters on the sidelines of the 6th Asian Ministerial Conference on Disaster Risk Reduction, where he was leading an Indian delegation.
"I want action-oriented talks. I want a solution, and don't want to see the talks drag on for ever. The talks with the militant groups have to be comprehensive," he said.
Rijiju observed that a mechanism had to be worked out to hold result-oriented talks.
"We don't want a scenario where there is a short ceasefire during the talks and the militants regroup and become stronger in the jungles, in the event the talks fail."
He was of the view that the interlocutor at the talks had to be empowered.
The minister said officials had already been told to prepare and initiate dialogues.
"I have asked them to give me status of talks so far," he said.
"With ULFA (in Assam) and NSCN (in Nagaland) we need a little more time to bring them on board and find a solution," he acknowledged.
"Prime Minister Narendra Modi has clearly stated that North East India will be developed but this is possible only when peace is in the land," he added.
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