TEM: Transformer Energy-based Models scale beyond diffusion without guidance

du_yilun · x · 2026-10-30

Researchers introduce TEM (Transformer Energy-based Models), claiming the first scalable contrastive energy-based model. Key claims: TEM outscales diffusion models without needing guidance, and shows better generalization, test-time scaling, and OOD detection than diffusion. A detailed thread accompanies the announcement.

Related event: TEM: Energy-Based Models Scale Up for the First Time, Beating Diffusion(2 posts)→

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