Joint-Embedding Predictive Architecture

(Verse 1) In the land of data, where pixels hold the key We seek a deeper vision, a world for AI to see Labeled sets are limited, a bottleneck we face But self-supervised learning sets a brand new pace (Chorus) JEPA, oh JEPA, a name to sing its praise Joint embeddings, predictions, in an artful maze From glimpses to the whole scene, the context comes alive Unlocking hidden knowledge, how machines can truly thrive (Verse 2) Like a detective with clues, it masks and it reveals The lion in the savanna, the secrets that it conceals By focusing on connections, the story starts to unfold A symphony of pixels, a tale waiting to be told (Chorus) JEPA, oh JEPA, a name to sing its praise Joint embeddings, predictions, in an artful maze From glimpses to the whole scene, the context comes alive Unlocking hidden knowledge, how machines can truly thrive (Bridge) No longer just the colors, the shapes that meet the eye JEPA sees the relationships, the reasons objects lie The car and the pedestrian, a dance on busy streets The robot arm and the object, a world of planned feats (Chorus) JEPA, oh JEPA, a name to sing its praise Joint embeddings, predictions, in an artful maze From glimpses to the whole scene, the context comes alive Unlocking hidden knowledge, how machines can truly thrive (Outro) The future's full of promise, with JEPA as our guide A world where machines see better, standing side by side So let's raise a glass to JEPA, this innovation bright For it sheds a light on darkness, and guides us through the night