Four boxers -- P L Prasad (49kg), Abhishek Beniwal (81kg), Amarpreet Singh (91kg) and Narender (+91kg) -- settled for bronze medals at the event which was held in Subic Bay, Philippines.
The number of medals won this time is far less than the nine, including two gold and three silver, that were won in the last edition of the tournament held in Iran.
Indian boxing was on the rise when the boys headed last time but this time, quite a lot of drama preceded the team's departure.
Foremost, the federation is currently serving a suspension due to the IOC ban on the IOA and "possible manipulation" in elections.
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This forced them to compete under the AIBA flag instead of the Indian tri-colour besides donning a kit which did not feature the country's name.
But the spunky teens insisted that the changed circumstances could not demoralise them as they are not even fully aware of the situation.
"We know about the suspension but nothing more than that. We don't know what the situation is right now. We were focussed on performing well. Having to compete under AIBA flag was no big deal because we knew we belong to India," said P L Prasad, a bronze-medallist at the World Championships and a junior national champion.
"I lost because I fell short in stamina, it had nothing to do with India's suspension," he added.