A key aspect of human intelligence is the ability to learn increasingly complex concepts by synthesizing simple ideas, enabling both rapid learning and adaptation of knowledge. To unlock its full potential, AI must exhibit similar generalization abilities.
My research into Compositional Generalization explores three main paradigms: achieving compositionality 1) by composing concepts and goals, 2) by composing models, and 3) by transferring compositionality