In the episode of season 3 titled "Oblivio," which aired six days ago, Ladybug and Cat Noir learned the truth about each other's identities. This episode was the one in which they were able to not only discover who the other person is but also wind up being clean about their feelings for one another. However, since their memories were scrubbed clean, they end up forgetting about it in the end.