Author

Z. Rybchak

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Open access Oct 2026

Context Selection as a Partial Order: A Blackwell Framework and Verified LLM Evidence

Context selection for large language models (LLMs) requires distinguishing source informativeness from the performance a fixed model can realize. We develop a framework separating the Blackwell order under optimal decision rules from a model-specific performance order, with finite-sample certificates for source compari...

Andriy Bilous, V. Lytvyn, P. Pukach et al. · Machine Learning and Knowled... · 0 citations

2026

Multimodal Sensor Data Fusion for Robust Deep Learning Models in Manufacturing Applications

This paper considers the integration of multimodal sensor data fusion to improve the reliability of deep learning models in smart manufacturing and proposes a late and adaptive weighted data fusion architecture based on transformers and deep neural networks.

Z. Rybchak, Oleh Basystiuk · SMARTINDUSTRY · 0 citations