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Frederik Berenz

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#artificial intelligence Preprint Aug 2026

Successive Capacity Growth: Task-Complexity-Driven Width and Depth Expansion for Vision Transformer Encoders in JEPA World Models

Successive Capacity Growth (SCG) is proposed, a method that starts from a minimal encoder and grows incrementally in width or depth and can grow successively as the task demands, achieving significant compute and data efficiency while maintaining representation quality.

Frederik Berenz · 0 citations