FastClothGNN: Optimizing message passing in Graph Neural Networks for accelerating real-time cloth simulation by Yang Zhang, Kailuo Yu, Xinyu Zhang

“…This optimization enables our algorithm to be effectively applied to resource-constrained, providing users with more seamless and immersive interactions and thereby increasing the potential for practical real-time applications.…”
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Manipulation in root-associated microbiome via carbon nanosol for plant growth improvements by Lingtong Cheng, Jiemeng Tao, Peng Lu, Taibo Liang, Xutao Li, Dong Chang, Huan Su, Wei He, Zechao Qu, He Li, Wenjun Mu, Wei Zhang, Nan Liu, Jianfeng Zhang, Peijian Cao, Jingjing Jin

“…Microbial networks of CNS-treated plants had more nodes and edges, higher connectivity, and more hub microorganisms than those of control plants. …”
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Contrastive Learning‑based Simplified Graph Convolutional Network Recommendation by YU Yuchen, WU Siqi, ZHAO Qinghua, WU Xuhong, WANG Lei

“…Additionally, the efficiency of model has increased more than 55%. After the introduction of Contrastive Learning method, the recommendation effect of non-popular long-tail items is also improved.…”
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Quality of Service of Routing Protocols in Wireless Sensor Networks: A Review by Muhammad Asif, Shafiullah Khan, Rashid Ahmad, Muhammad Sohail, Dhananjay Singh

“…Due to distributed nature, dynamic topology and resources constraints of tiny sensing nodes in wireless sensor networks (WSNs), the quality of service (QoS) support is a challenging issue. …”
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A Gradient-Assisted Energy-Efficient Backpressure Scheduling Algorithm for Wireless Sensor Networks by Zhenzhen Jiao, Rui Tian, Baoxian Zhang, Cheng Li

“…According to the decisions made by this new method, packets are encouraged to be forwarded to nodes with more residual energy. We theoretically prove the throughput-optimality of GRAPE. …”
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BRAIN METASTASIS FROM HEPATOCELLULAR CARCINOMA: A RARE CASE by A. Kh. Bekyashev, N. V. Sevyan, D. M. Belov, A. V. Zotov, Yu. V. Tsybulskaya, D. R. Naskhletashvili

“…The prognosis of this disease is very poor: the 5-year survival rate was not more than 3–5%. Metastases generally occur in the lung, in the lymph nodes of the abdomen, chest, and neck, in the vertebrae, kidneys, and adrenals. …”
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3D spatial evolutionary particle swarm algorithm based emergency communication spatial deployment optimization by Yumin Chen, Xicheng Tan, Jinguang Jiang, Xiaoliang Meng, Zeenat Khadim Hussain, Jianguang Tu, Huaming Wang, You Wan, Zongyao Sha

“…This paper proposes an ANET nodes spatial optimization deployment algorithm based on 3D Spatial Evolutionary Particle Swarm Optimization (3DSEPSO). …”
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Copula Approximate Bayesian Computation Using Distribution Random Forests by George Karabatsos

“…The results of the simulation studies show that, in settings where the true posterior distribution is not highly multimodal, copulaABCdrf usually produced similar point estimates from the posterior distribution for low-dimensional parametric models as previous ABC methods, but the copula-based method can produce more accurate estimates from the posterior distribution for high-dimensional models, and, in both dimensionality cases, usually produced more accurate estimates of univariate marginal posterior distributions of parameters. …”
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Radiological images of an advanced invasive carcinoma with mucinous aspects: A case report by Chiara Adriana Pistolese, MD, PhD, Francesca Di Giuliano, MD, PhD, Martina Cerocchi, MD, Maria Volpe, MD, Martina Cerasi Dellanea, MD, Flavia Briganti, MD, Paola Elda Gigliotti, MD, Carolina Goffredo, MD, Lucia Giudice, MD, Diletta Caccia, MD, Francesca Servadei, MD, Adriano De Majo, MD, PhD, Marco Materazzo, MD, Giorgio Pistilli, MD, Gianluca Vanni, MD, PhD, Valeria Liberto, MD

“…The patient was then candidated to mastectomy surgery and breast reconstruction with DIEP flap. Axillary lymp-nodes were sampled surgically.…”
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Epidemic Modeling and Flattening the Infection Curve in Social Networks by Mohammadreza Doostmohammadian, Soraya Doustmohamadian, Najmeh Doostmohammadian, Azam Doustmohammadian, Houman Zarrabi, Hamid R. Rabiee

“…For this purpose, a few number of particular nodes with high centrality are isolated and the infection curve is analyzed. …”
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Risk Assessment of Polar Drillship Operations Based on Bayesian Networks by Qi Wang, Zixin Wang, Hongen Li, Xiaoming Huang, Qianjin Yue, Xiufeng Yue, Yanlin Wang

“…In terms of deck/handrail collision nodes, the highly sensitive elements are related to lifting (totally more than 0.1). …”
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Object-to-Manipulation Graph for Affordance Navigation by Xinhang Song, Bohan Wang, Liye Dong, Gongwei Chen, Xinyun Hu, Shuqiang Jiang

“…In addition, we also propose an affordance navigation framework, where an Object-to-Manipulation Graph (OMG) is constructed and optimized to emphasize the corresponding nodes (including object nodes and manipulation nodes). …”
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Optimization of High-Speed Railway Line Planning Considering Extra-Long Distance Transportation by Ying Wang, Qi-Yuan Peng, Ling Liu, Jia-Kang Wang

“…First, the distance of 1500 km or more is defined as extra-long transportation distance based on market competitiveness. …”
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Unique skin nodules following COVID-19 vaccination: a case report of cutaneous plasmacytosis and review of the literature by Xiaoxi Xu, Wuwu Ding, Haizhen Song, Dong Wang

“…Abstract Background Cutaneous plasmacytosis (CP) is a rare disorder that may affect two or more organ systems, such as skin, lymph nodes or lungs. …”
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Prediction of China’s Polysilicon Prices: A Combination Model Based on Variational Mode Decomposition, Sparrow Search Algorithm and Long Short-Term Memory by Jining Wang, Lin Jiang, Lei Wang

“…By optimizing the learning rate, hidden layer nodes, and regularization coefficients of the LSTM model using the Sparrow Search Algorithm, the model achieves higher convergence accuracy. …”
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Research on the spatial structure of desert tourism flow based on ecological digital footprints: a case study of Ningxia by Baoling Dong, Xiaowei Guo, Qiang Luo

“…Among them, Zhongwei, Yinchuan, and Shizuishan are more attractive to tourists than Wuzhong and Guyuan.…”
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GCN-based weakly-supervised community detection with updated structure centres selection by Liping Deng, Bing Guo, Wen Zheng

“…Secondly, the structural centrality index Cstruct is proposed to measure the representativeness of a subgraph, learning more accurate network structure centres. Thirdly, a self-training method to expand the pseudo-labelled nodes for GCN training to further improve the model effect. …”
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Benchmarking molecular conformer augmentation with context-enriched training: graph-based transformer versus GNN models by Cecile Valsecchi, Jose A. Arjona-Medina, Natalia Dyubankova, Ramil Nugmanov

“…Abstract The field of molecular representation has witnessed a shift towards models trained on molecular structures represented by strings or graphs, with chemical information encoded in nodes and bonds. Graph-based representations offer a more realistic depiction and support 3D geometry and conformer-based augmentation. …”
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Hierarchical secret sharing scheme for WSN based on linear homogeneous recurrence relations by Yan Lin, Hongliang Zhu, Guoai Xu, Guosheng Xu

“…Due to the large number and different types of nodes in wireless sensor networks, layered secret key sharing technology is increasingly used in wireless sensor networks. …”
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EXPRESSION OF THE TUMOR-ASSOCIATED PROTEINS IN THE OVARIAN CANCER by T. S. Bobrova, K. I. Zhordania, Yu. V. Chuyev

“…The further research using a larger amount of the clinical material and development of the more precise quantitative immunoenzyme analysis to measure TAP, is needed. …”
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