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HF Daily Papers · Papers

One Future, Every Robot: Label-Efficient Collective-State Prediction with Decentralized JEPA

Can every robot in a swarm predict the same future collective state from only local observations and bandwidth-limited messages? We formulate this as decentralized shared-state prediction and introduce Collective-State JEPA (CS-JEPA), a recurrent joint-embedding predictive architecture whose output