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Author

Alberto Presta

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#artificial intelligence Preprint Sep 2026

Pocket-STVG: lightweight architecture for Spatio-Temporal Video Grounding

Spatio-Temporal Video Grounding (STVG) aims to localize the spatio-temporal tube in a video corresponding to a natural language query. While recent methods achieve strong performance in fully supervised, weakly supervised, and zero-shot settings, they typically rely on computationally expensive architectures, complex t...

Alberto Presta, Michal Byra, Grzegorz Stefański et al. · 0 citations
Preprint Aug 2026

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

Vision Transformers (ViTs) achieve strong image-recognition performance, but their parameter count grows linearly with depth when each block is independently parameterized. Single-block recurrent ViTs (bViT) remove this growth by repeatedly applying one shared block. Rather than proposing a new architecture, we fix a b...

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

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