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Presentation by researcher Elena Battaner Moro for the CLARIN Annual Conference 2026 (Brighton) on Linguistic Asymmetry in the CLARIN VLO. The CLARIN Virtual Language Observatory (VLO) brings together…

Presentation by researcher Elena Battaner Moro for the CLARIN Annual Conference 2026 (Brighton) on Linguistic Asymmetry in the CLARIN VLO. The CLARIN Virtual Language Observatory (VLO) brings together metadata from distributed repositories and allows users to discover language resources through a shared interface. This paper asks how consistently the VLO languageCode facet supports discovery by language. Using a complete snapshot of the field, we examine the distribution of code-based and textual language values and conduct a conservative ISO 639 audit of the textual labels. The results show broad but uneven representation, frequent indeterminate language values, and confirmed cases in which the same language is exposed through both an ISO code and a separate textual label, creating potential retrieval fragmentation. Multilingual coverage should therefore be assessed not only by the number of languages present, but also by how language information is represented and exposed for search. We recommend lightweight reconciliation for unambiguous cases, clearer provider guidance, and repeatable monitoring of linguistic representation.

Ushbu maqolada tijorat banklarida aktiv va passivlarni boshqarishning nazariy hamda amaliy jihatlari “Hamkorbank” ATB misolida tadqiq etilgan. Bank faoliyatida aktivlarning daromadliligi, …

Ushbu maqolada tijorat banklarida aktiv va passivlarni boshqarishning nazariy hamda amaliy jihatlari “Hamkorbank” ATB misolida tadqiq etilgan. Bank faoliyatida aktivlarning daromadliligi, likvidligi va sifati bilan passivlarning qiymati, muddati va barqarorligi o‘rtasidagi muvozanatni ta’minlashning ahamiyati yoritilgan. Shuningdek, aktiv va majburiyatlarning muddatlar bo‘yicha mosligi, kredit va depozit portfellarining tarkibi, likvidlikni boshqarish, foiz stavkasi riski hamda resurs bazasini diversifikatsiya qilish masalalari tahlil qilingan. Tadqiqot natijasida “Hamkorbank” ATBda aktiv va passivlarni boshqarish amaliyotini takomillashtirish uchun ALM tizimini rivojlantirish, GAP-tahlil va stress-testlardan keng foydalanish, ichki transfer narxlash mexanizmini takomillashtirish, depozit bazasini diversifikatsiya qilish hamda raqamli tahlil vositalarini joriy etish bo‘yicha ilmiy-amaliy takliflar ishlab chiqilgan. Mazkur takliflarning amaliyotga tatbiq etilishi bankning likvidligi, moliyaviy barqarorligi va rentabelligini oshirishga xizmat qilishi mumkin.

Periocular biometrics have demonstrated strong potential for mobile authentication. However, training accurate recognition models typically requires centralising biometric data, which conflicts with p…

Periocular biometrics have demonstrated strong potential for mobile authentication. However, training accurate recognition models typically requires centralising biometric data, which conflicts with privacy regulations such as EU GDPR and AI Act. This study proposes PRISM, a privacy-aware federated learning approach for periocular identification that enables collaborative model training across devices without sharing raw biometric data. PRISM tackles the realistic one-identity-per-device setting of mobile biometrics, enabling federated learning under extreme label skew while keeping all biometric templates strictly on-device. A key component is Classifier Prototype Synchronisation (CPS), a novel mechanism that reconstructs identity-specific classifier prototypes from server-side weights after aggregation, avoiding the need to transmit biometric embeddings. Evaluated on the popular UFPR-Periocular database (1,122 identities), PRISM improves Rank-1 accuracy by 5.9 pp over standard federated learning, closing by 43% the performance gap with respect to centralised training. To the best of our knowledge, this is the first study applying federated learning to periocular identification under realistic mobile deployment constraints.

Nestlings were reared either in “noisy nests” where they were exposed to recorded traffic noise from hatching to fledging (26-30 days), or in “quiet nests” with no noise playba…

Nestlings were reared either in “noisy nests” where they were exposed to recorded traffic noise from hatching to fledging (26-30 days), or in “quiet nests” with no noise playback. Once they left the nest, birds from both groups spent a minimum of 6 months without further noise exposure. After reaching maturity, we recorded sleep (behaviourally and electrophysiologically) and cardiac electrical activity, and exposed birds from both treatments to traffic noise.

Ushbu maqolada O‘zbekiston banklarida mijozlarga xizmat ko‘rsatish jarayonlarini standartlashtirishning nazariy va amaliy jihatlari o‘rganilgan. Bank xizmatlari sifati, mijozlar ehti…

Ushbu maqolada O‘zbekiston banklarida mijozlarga xizmat ko‘rsatish jarayonlarini standartlashtirishning nazariy va amaliy jihatlari o‘rganilgan. Bank xizmatlari sifati, mijozlar ehtiyojlarini qondirish, xizmat ko‘rsatish tezligi, xodimlarning kasbiy muomalasi hamda raqamli xizmatlardan foydalanish darajasini yagona standartlar asosida tashkil etish masalalari tahlil qilingan. Shuningdek, tijorat banklarida amaldagi xizmat ko‘rsatish tizimlarining o‘ziga xos xususiyatlari, mavjud muammolar va xalqaro tajribani milliy bank amaliyotiga tatbiq etish imkoniyatlari yoritilgan. Tadqiqot natijasida mijozlarga xizmat ko‘rsatish standartlarini ishlab chiqish, xodimlar faoliyatini baholash mezonlarini takomillashtirish, murojaatlarni ko‘rib chiqish muddatlarini qisqartirish hamda an’anaviy va masofaviy bank xizmatlarini o‘zaro uyg‘unlashtirish bo‘yicha takliflar ishlab chiqilgan. Mazkur takliflarning amalga oshirilishi bank xizmatlari sifatini oshirish, mijozlar ishonchi va sodiqligini mustahkamlash hamda banklarning raqobatbardoshligini ta’minlashga xizmat qiladi.

Dataset obsahuje anonymizované odpovědi z dotazníkového šetření realizovaného mezi odbornými aktéry v oblasti udržitelné mobility v Česk&…

Dataset obsahuje anonymizované odpovědi z dotazníkového šetření realizovaného mezi odbornými aktéry v oblasti udržitelné mobility v České republice a na Slovensku. Šetření bylo zaměřeno na plánování a implementaci udržitelné mobility ve městech a regionech a identifikaci hlavních výzev, kterým města čelí při rozvoji udržitelné mobility a dosahování klimatické neutrality. Tematicky se dataset vztahuje zejména k těmto oblastem: - strategické plánování udržitelné mobility,- Sustainable Urban Mobility Plans / SUMP,- implementační bariéry,- institucionální spolupráce,- koordinace mobility mezi městy, kraji a dalšími aktéry,- veřejná doprava,- aktivní mobilita,- dostupnost a inkluzivita dopravy,- práce s daty,- zapojování veřejnosti do plánování mobility,- kapacity měst pro přípravu a realizaci opatření.