Lifelong Learning Machines program

E3332

DARPA research program artificial intelligence research initiative

The Lifelong Learning Machines program is a DARPA research initiative aimed at developing AI systems that can continuously learn and adapt from experience in dynamic, real-world environments.

Aliases (3)

Lifelong Learning Machines ×2
DARPA AI Next campaign ×1
DARPA Lifelong Learning Machines program ×1

Statements (46)

Predicate	Object
instanceOf	DARPA research program → artificial intelligence research initiative →
acronym	L2M →
administeredBy	DARPA Information Innovation Office →
aimsToAddress	adaptation to non-stationary environments → catastrophic forgetting in neural networks → data efficiency in learning systems → safety of adaptive AI systems → trust in adaptive AI systems →
applicationDomain	autonomous vehicles → defense → human–machine teaming → intelligent agents → robotic systems →
approach	creating benchmarks for lifelong learning → developing new AI architectures → developing new learning algorithms → drawing inspiration from biological learning →
country	United States →
focusesOn	continual adaptation → continuous learning → learning from experience → learning in dynamic environments → learning in real-world environments → lifelong learning in artificial intelligence →
goal	create AI systems that learn more like biological organisms → develop AI systems that can continuously learn and adapt → enable AI systems to learn during deployment → improve robustness of AI in changing conditions → reduce catastrophic forgetting in AI systems →
relatedTo	DARPA AI Next campaign → continual learning research community →
researchArea	adaptive control → autonomous systems → cognitive computing → machine learning → meta-learning → neural networks → online learning → reinforcement learning → robotics → transfer learning →
sponsor	Defense Advanced Research Projects Agency →
sponsorType	U.S. government →
timeFrame	late 2010s →
websiteType	program information page on DARPA website →

Referenced by (5)

Subject (surface form when different)	Predicate
L2M ("DARPA Lifelong Learning Machines program") → Lifelong Learning Machines program ("DARPA AI Next campaign") →	relatedTo
L2M ("Lifelong Learning Machines") →	abbreviationFor
L2M ("Lifelong Learning Machines") →	fullName
Defense Advanced Research Projects Agency →	notableProject