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P. Olszowiec

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#machine learning Preprint Sep 2026

Same path, different: a mechanistic comparison of looped and stacked transformer encoders on 12-lead ECG

A controlled study on the example of bViT model applying one weight-tied block $L$ times, which achieves accuracy parity with ViT on 12-lead electrocardiogram (ECG) classification tasks from the PTB-XL dataset under identical training protocols.

P. Olszowiec, Michal Byra, Grzegorz Gruszczynski et al. · 0 citations

Preprint Aug 2026

Training Crossroads for Recurrent Vision Transformers: Recurrence, Neural ODEs, and Deep Supervision

It is found that standard ViTs remain preferable when FLOPs are the primary constraint, whereas recurrent ViTs offer a better accuracy--parameter trade-off under memory constraints, whereas naive recurrence collapses to near-random performance.

Grzegorz Gruszczynski, P. Olszowiec, Michal Byra et al. · 1 citation