most citedA Comprehensive Survey of Knowledge-Based Vision Question Answering Systems: The Lifecycle of Knowledge in Visual Reasoning Task

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cs.LG2026

Right Direction, Wrong Step: Geometric Analysis of Finite-Step Failure in Looped Transformers

Zhihao Guo, Zonghan Wu, Haizhou Du +4

Looped Transformers offer a parameter-efficient route to test-time scaling by reusing shared layers for iterative latent reasoning. However, additional iterations can reduce suppor…