Author

Jacek Tabor

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Preprint Aug 2026

Floating Radiance Networks

Recent advances in neural scene representations enable photorealistic novel-view synthesis, yet most methods remain tightly coupled to a single rendering paradigm, limiting their versatility and integration with conventional graphics workflows. We introduce Floating Radiance Networks (FlaRe), a neural scene representat...

K. Byrski, Rafał Tobiasz, Grzegorz Wilczynski et al. · 0 citations

#machine learning Preprint Aug 2026

Prof-K: Probabilistic One-Pass Filtering for Efficient Top-k Selection

Top-k selection is a fundamental computational primitive with applications spanning databases, information retrieval, signal processing, and modern machine learning workloads, including sparse activations and attention pruning. As data sizes grow, existing approaches become inefficient: exact methods incur high memory...

Tadeusz Dziarmaga, W. Sikora, Łukasz Struski et al. · 1 citation