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Indeed, that was the problem. In order to solve it, ApproximateTimeSynchronizer queue_size argument was not enough. Instead i had to initialize my message_filters.Subscribers queue_size argument with 1 or 2 to only process the last or last two messages.

I wonder if ApproximateTimeSynchronizer queue size is even necessary at this point.