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masked autoencoder 1motion modeling 1self-supervised learning 1temporal understanding 1video representation 1

From the 1 of 1 linked paper with an AI index.

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1 paper

cs.CV2026

The TIME Machine: On The Power of Motion for Efficient Perception

Mantas Skackauskas, Xinyue Hao, Laura Sevilla-Lara

The paper introduces TIME, a video representation learned from motion point-tracks using a masked autoencoder, enabling self‑supervised, language‑free training that requires far le…