CDMRNet: multimodal meta-adaptive reasoning network with dynamic causal modeling and co-evolution of quantum states by Shengwei Wang, Keda Chen, Mengduo Yu, Pengjiao Zhao, Hui Duan

“…The innovation of the model is reflected in the design of the following three-stage progressive linkage architecture of dynamic causal discovery-quantum state fusion-meta-adaptive reasoning: (1) causal discovery module based on differentiable directed acyclic graphs (DAGs) is used to dynamically identify causal structures between modes, thus solving the problem of coarse dependency granularity; (2) fusion modules inspired by quantum entanglement utilize controlled phase gates to enhance semantic coherence between modalities in Hilbert space, leading to enhanced environmental robustness; (3) meta-adaptive inference mechanism achieves zero-sample adaptation and enhances multi-scale memory to improve the spatio-temporal feature interaction accuracy of the model. …”
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Editorial by Christian Gütl

“…In their research, Manpreet Singh and Jitender Kumar Chhabra from India deal with fault prediction of multimedia software which integrates various multimedia heterogeneous components by a GA-based technique to combine multiple features using conjunction (AND) and disjunction (OR) operators while finding threshold values. …”
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Cultural Analysis of Belt-Making Traditions of the Ural Mari by Anna V. Berezina, Tatyana V. Zharkova

“…The reconstructive and analytical approaches to the study made it possible to identify the distinctive features of weaving techniques among Mari artisans. …”
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Methylmalonic Aciduria in Children: Clinical Recommendations by Alexander A. Baranov, Leyla S. Namasova-Baranova, Tatyana E. Borovik, Tatyana V. Bushueva, Elena A. Vishneva, Oksana V. Globa, Nataliya V. Zhurkova, Elena Yu. Zakharova, Natal’ya G. Zvonkova, Lyudmila M. Kuzenkova, Sergei I. Kutsev, Svetlana V. Mikhailova, Ekaterina A. Nikolaeva, Petr V. Novikov, Alexander A. Pushkov, Kirill V. Savostianov, Liliya R. Selimzyanova

“…The article presents etiopathogenetic, epidemiological, diagnostic, and therapeutic aspects of the problem. The possibilities of laboratory and instrumental diagnostic methods the tactics of dietary correction of metabolic disorders in acute and interstitial periods of the disease are described in details; features of drug treatment are outlined. …”
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Cystic Echinococcosis in Hospitalized Children and Adults from Western Romania: 2007–2022 by Ana Alexandra Ardelean, Maria Alina Lupu, Laurentiu Vasile Sima, Gabriel Veniamin Cozma, Alexandru Nesiu, Alin Gabriel Mihu, Octavian Marius Cretu, Tudor Rares Olariu

“…Cystic echinococcosis (CE) is a serious health problem in many countries worldwide, including in Romania, because of the high infection rates in both humans and animals. …”
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Research on entity recognition and alignment of APT attack based on Bert and BiLSTM-CRF by Xiuzhang YANG, Guojun PENG, Zichuan LI, Yangqi LYU, Side LIU, Chenguang LI

“…They can effectively provide the information of APT organizations, thereby assisting in the traceability analysis of network attack events. Aiming at the problem that APT analysis reports have not been fully utilized, and there is a lack of automation methods to generate structured knowledge and construct feature portraits of the hacker organizations, an automatic knowledge extraction method of APT attacks combining entity recognition and entity alignment is proposed. …”
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“Ulybnutye” words: semantics and grammar of non-standard Russian participles and verbal derivatives by Anna Vial'sova

“…., Vyalsova Anna P. (2021) “Ulibnut ili raskhokhotat (semantiko-sintaksicheskie osoobennosti nenormativnikh kauzativnikh glagolov)” [“Ulybnut’ or Rashohotat’ (Semantic and Sintactic Features of Abnormal Causative Verbs] // Sovremennii uchenii, 2021, vol. 1, pp. 220-224 (in Russian). …”
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Research on entity recognition and alignment of APT attack based on Bert and BiLSTM-CRF by Xiuzhang YANG, Guojun PENG, Zichuan LI, Yangqi LYU, Side LIU, Chenguang LI

“…They can effectively provide the information of APT organizations, thereby assisting in the traceability analysis of network attack events. Aiming at the problem that APT analysis reports have not been fully utilized, and there is a lack of automation methods to generate structured knowledge and construct feature portraits of the hacker organizations, an automatic knowledge extraction method of APT attacks combining entity recognition and entity alignment is proposed. …”
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Comparison of three recent discrete stochastic inversion methods and influence of the prior choice by Juda, Przemysław, Straubhaar, Julien, Renard, Philippe

“…In such cases, solving a categorical inverse problem is an important step in subsurface modeling. …”
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CLPM: A Hybrid Network With Cross-Space Learning and Perception-Driven Mechanism for Long-Tailed Remote Sensing Image Classification by Lei Zhang, Min Kong, Changfeng Jing, Xing Xing

“…Compared with the existing methods, CLPM has significant advantages in the overall recognition accuracy, the long-tailed problem, and diversity adaptation.…”
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Class Incremental Learning With Large Domain Shift by Kamin Lee, Hyoeun Kim, Geunjae Choi, Hyejeong Jeon, Nojun Kwak

“…We address an important and practical problem facing deep-learning-based image classification: class incremental learning with a large domain shift. …”
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3D Modeling and Printing in Physics Education: The Importance of STEM Technology for Interpreting Physics Concepts by Indira Usembayeva, Bakitzhan Kurbanbekov, Sherzod Ramankulov, Aknur Batyrbekova, Kazhymukan Kelesbayev, Asem Akhanova

“…If the experimental textbooks in the physics classroom are old, unusable, or there are no physics overloads, it is necessary that the teacher can consider a way to solve this problem and quickly make a decision using modern technologies (for example, 3D printing) to eliminate or alleviate the problem. …”
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Improving IoRT Networks: Cross-Tier Resource Allocation for Multi-Antenna UAV Relays in SAGIN by Zahra Khodadadi, Foroogh S. Tabataba, Mohammad Sadegh Fazel, Mehdi Naderi Soorki, Halim Yanikomeroglu

“…The optimization problem aims to minimize the weighted sum of the number of gateways and the total UAV power consumption by jointly optimizing UAV deployment, UAV power allocation, gateway selection, and channel allocation. …”
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Effectiveness of Cognitive Behavioral Therapy and Aerobic Exercise in Parkinson Disease Dementia: A Pilot Study by Dhanusia S, Shareen Akbar A, Prathap Suganthirababu, Vignesh Srinivasan, Priyadharshini Kumar, Vanitha Jayaraj, Suriya Vishnuraman, Yamini Umasankar, Poovarasan Murugaiyan

“…Cognitive decline, including problems with memory and attention, was a crucial feature of the disease since it adds a great deal of burden to both the patient and caretakers. …”
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Dialogue in In-Depth Cognition of the Subject’s Psyche: Functioning of Pragmatic Referent Statements by Тамара Яценко, Ернест Івашкевич, Любов Галушко, Лариса Кулакова

“…Pragmatic-explicit reference statements have all the features of performatives and can be fully characterized as pragmatic performatives. …”
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Personal determinants of vandal behaviour among urban school and student youth from a gender perspective by O. V. Kruzhkova, I. V. Deviatovskaia, M. S. Krivoshchekova

“…Vandalism is an urgent modern problem. This problem is especially acute for modern megalopolises, the environment of which is often a subject for damages and unauthorised changes. …”
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SSMM: Semi-supervised manifold method with spatial-spectral self-training and regularized metric constraints for hyperspectral image dimensionality reduction by Bei Zhu, Yao Jin, Xuehua Guan, Yanni Dong

“…This module first locates the spatial neighbors of the labeledit can adapt to different data distributions and feature samples and then sets an adaptive threshold based on the spectral features of labeled samples to filter spatial neighbors, so as to obtain the spatial-spectral neighbors as pseudo-labeled samples. …”
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Multi-Level Spectral Attention Network for Hyperspectral BRDF Reconstruction from Multi-Angle Multi-Spectral Images by Liyao Song, Haiwei Li

“…Finally, we solved the problem of difficulty in obtaining multi-angle information due to the limitation of hyperspectral imaging equipment, and we provide a new solution for obtaining multi-angle features of objects with higher spectral resolution using low-cost imaging equipment.…”
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Siberian Animal Style as a Conceptual Basis for the Conversion of Traditional Artistic Heritage into Cultural Industries by Margarita I. Gomboeva

“…The process of acquiring the author’s style, its semantic distinctive features, and the creation of the author’s identity is a fundamental problem for artists. …”
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Let’s get on-board: a practical framework for designing and implementing educational board games in K-12 classrooms by Vijit V. Nautiyal, Sandro A. Silverio, Erika Eunice P. Salvador, Erika Eunice P. Salvador

“…Thematic analysis of student feedback highlights key design preferences and game features that enhance student experiences in GBL sessions. …”
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