Vol-4293⫷ Vol-4294 ⫸Vol-4295
urn:nbn:de:0074-4294-0

Copyright © 2026 for the individual papers by the papers' authors. Copyright © 2026 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

Vol-4294/S_17_Makarchuk⫷Vol-4294/S_22_Malakhov ⫸Vol-4294/S_7_Simonenko

Kyrylo Malakhov

Dmytro Vakulenko

Vladislav Kaverinskiy

Oleksii Bahatskyi

Ellen Cohn

Safety-Structured Generation for a Ukrainian Clinical Assistant in Edge-Computing: Responsible QA Dataset, Gemma 3 270M Fine-Tuning, and NanoPi NEO Air On-Device Inference