Frederik Berenz

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Publication activitypapers/week, last 8 weeks

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Architecture Design (Transformers, SSMs, MoE) (1)Multimodal Models (1)World Models & Planning (1)

Papers (1)

Aug 27, 2026

Frederik Berenz1d ago

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

SCG enables Vision Transformer encoders to adaptively grow in complexity based on task demands, achieving significant efficiency gains without sacrificing representation quality.

Frederik Berenz

Architecture Design (Transformers, SSMs, MoE)Multimodal Models World Models & Planning

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Frederik Berenz

Publication activitypapers/week, last 8 weeks

Research focus

Papers (1)