Collectionless AI is the name we gave to a new perspective on AI/ML, focussed on “learning over time” in a continual manner, exploiting the information which is available at each time instant and interacting with other agents or humans. This setting has several important implications which might overcome the data-related issues which are typical of the classic route of pre-building datasets, learning, and “that’s it” (which is yielding great results! … let’s look beyond it, hey, don’t forget we are researchers :)).
The group of SAILab researchers involved into Collectionless-AI-related activities, their research papers, and the main intuitions behind Collectionless AI, can be found here (see the “Papers” section!):
Have a look at it! 🙂
If you want to contribute to Collectionless AI, you are very welcome.
Stefano Melacci