#sailon — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #sailon, aggregated by home.social.
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#DARPA concluded its #SAILON program on #OpenWorldLearning #OWL. I just attended its last PI meeting.
The program sought to study a very new paradigm of #ML. How to design #AI systems that can recognize, characterize, and accommodate distributional shifts, transformations, perturbations in the domains _after_ they have been deployed, _without_ retraining/reprogramming?
This learning paradigm breaks out of the train/test mode that classical ML is setup as.
The problem truly is #DARPAhard!
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January has been an exciting month for #AI #ML fundamental research at #PARC.
Our work on making #AIPlanning methods work/learn in an #OpenWorld -will be presented at #AAMAS2023 as well as at #ICAPS2023. AND, an #AIJ article is under works.
#OpenWorldLearning is a new challenge - the environments introduce novelties while the agent is operating in the world. The agent must detect, characterize, and accommodate novelties during run time. This research is a part of #DARPA #SAILON program