No Gaussian Required: Contrastive Inverse Dynamics for JEPA World Models
Contrastive inverse dynamics thus provides a distribution-free anti-collapse signal that requires no target network, stop-gradient, pretrained encoder, or reconstruction objective, and it is argued that the anti-collapse pressure can instead come from the transition data itself.
Jack Boylan, Chris Hokamp
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