Mengye Ren
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The paper introduces BabyCL, a continual multimodal learning framework that processes egocentric video data in a single chronological pass, demonstrating that meaningful word-referent mappings can be learned under training conditions closely mimicking a child's continuous experience.
The paper proposes AdaJEPA, an adaptive latent world model that performs test-time adaptation within MPC for improved planning success.