Sign-Entropy Regularization for Personalized Federated Learning by Koffka Khan

“…Motivated by Descartes’ Rule of Signs, we hypothesize that frequent sign changes in gradient trajectories reflect complexity in the local loss landscape. By minimizing the entropy of gradient sign patterns during local updates, SER encourages smoother optimization paths, improves convergence stability, and enhances personalization. …”
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Expert consensus on treating HR+/HER2- metastatic breast cancer based on real-world practice patterns observed in the RETRACT survey of US oncologists by Hope S. Rugo, Aditya Bardia, William J. Gradishar, Erika P. Hamilton, Sara A. Hurvitz, Komal Jhaveri, Reshma Mahtani, Sara M. Tolaney

“…The REal-world TReatment patterns And Considerations of Toxicity in HR+/HER2-mBC (RETRACT) survey was designed to evaluate real-world practice patterns in the testing and management of this disease by US oncologists. …”
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Unveiling the dynamic effects of major depressive disorder and its rTMS interventions through energy landscape analysis by Chun-Wang Su, Chun-Wang Su, Yurui Tang, Nai-Long Tang, Nai-Long Tang, Nian Liu, Nian Liu, Jing-Wen Li, Shun Qi, Hua-Ning Wang, Zi-Gang Huang, Zi-Gang Huang

“…This study investigates the dynamics of functional brain networks in major depressive disorder (MDD) patients to decipher the mechanisms underlying brain dysfunction during depression and assess the impact of repetitive transcranial magnetic stimulation (rTMS) intervention.MethodsWe employed energy landscape analysis of functional magnetic resonance imaging (fMRI) data to examine the dynamics of functional brain networks in MDD patients. …”
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Real-World Clinical Characteristics, Treatment Patterns, and Clinical Outcomes in US Patients with Stage I–III Resected NSCLC Without Known EGFR Mutations: The RESECT Study by Jhanelle E. Gray, Rachel J. Salomonsen, Ignacio Diaz Perez, Alice Wang, Ling Cai, Graham Wetherill, Yang Xiao, Claire Fielden, Nefeli Georgoulia

“…In an exploratory multivariate analysis, neoadjuvant treatment was associated with improved overall survival and real-world relapse-free survival in stage II–III patients (stage I patients not evaluable). …”
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Analysis of LULC Change Dynamics That Have Occurred in Tuscany (Italy) Since 2007 by Lorenzo Arcidiaco, Manuela Corongiu

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Evaluation of Land Desertification Sensitivity and Ecological Spatial Network Optimization in Gansu Province by Qiu Shi, Yu Qiang, Yang Linzhe, Ma Jun, Wang Ge, Yue Depeng

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Spatial Heterogeneity of Soil Nutrient in Principal Paddy and Cereal Production Landscapes of Fengtai County within the Huai River Basin, Eastern China by Zhiyang Jiang, Zheng Yin, Xinbin Li, Daokun Chen, Meiqin Huang, Yuzhi Zhou, Tingsen Wu, Mingze Zhao, Wenshuo Wang, Yupeng Zhang

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Development and validation of hierarchical signature for precision individualized therapy based on the landscape associated with necroptosis in clear cell renal cell carcinoma by Gao-Sheng Yao, Jun-Shang Dai, Jun-Shang Dai, Liang-Min Fu, Liang-Min Fu, Juan Lin, Zhi-Ping Tan, Lei Dai, Wei Chen, Jun-Hang Luo, Jun-Hang Luo, Jin-Huan Wei

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Multifunctional Evaluation and Spatio-temporal Evolution Analysis of Cultivated Land in Guangdong Province by Junmei ZANG, Xiao FU, Shengxiang LIU, Hui LI

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Performance Evaluation of Support Vector Machine and Stacked Autoencoder for Hyperspectral Image Analysis by Brahim Jabir, Bendaoud Nadif, Isabel De la Torre Diez, Helena Garay, Irene Delgado Noya

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Assessing and Forecasting Natural Regeneration in Mediterranean Landscapes After Wildfires by Paraskevi Oikonomou, Vassilia Karathanassi, Vassilis Andronis, Ioannis Papoutsis

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Evaluation and driving force analysis of relative effectiveness in the giant panda national park in Sichuan, China by Bao Meng, Bao Meng, Mengchao Wang, Zhifeng Zhang, Hongyi Pan

“…Therefore, in future development, the Qionglaishan Areas need to pay more attention to the optimization of landscape patterns, while the other areas need to pay more attention to the impact of climate change on the ecosystem. …”
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Assessment of environmental impacts of armed conflict in Mozambique using remotely sensed data by Focas Francisco Bacar, Hilário Biché Faque

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Morphological Analysis and Assessment of a River Based on Morphological Characteristics, Artificial Structures and Channel Adjustment (Case Study: Talar River - Upstream of the Shi... by Zohreh Talebi, Seyyed Ali Ayyoubzadeh, Hossein Mostafavi, Mohammad Mahdi Hosseinzadeh, Hossein Shafizadeh

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Computational Analysis Method for Multi-subject Behavior in Public Spaces Based on Targeted Computer Vision Tracking by Chao YAN, Siyan LIU, Shanshu HE, Leiqing XU

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Color characteristics and psychological healing effects in Rokuon-ji Temple Garden: a quantitative analysis by Jinyang Wang, Yoichi Kunii

“…This study quantitatively analyzed the color characteristics and psychological healing effects of Rokuon-ji Temple Garden (Kinkaku-ji) through a systematic methodology combining color extraction, fractal analysis, and semantic differential evaluation. From an initial collection of 150 photographs documenting the garden’s complete visitor experience, 42 landscape photographs were systematically selected based on healing quality ratings (mean ≥5.0, median ≥5.0, standard deviation <1.2) and analyzed for six color categories (red, yellow, brown, gray, white, green) using three quantitative metrics: fractal dimension, diversity index, and concentration index. …”
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Ecological Effects of Local Materials in Landscape Design based on Machine Learning by Jianjian Li

“…The local characteristic landscape is a way of adapting to nature, land, and land space pattern chosen by local people due to their living needs. …”
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Identification and Interpretation of Cultural Landscape Field from the Integral Conservation Perspective by Zhitong LIANG, Yan DU, Haiyan XIA

“…First, critical examination of existing cultural landscape methodologies identifies two fundamental means addressing definitional ambiguities and interpretive enhancement in HCHR research: integrity value evaluation and historical − thematic information correlation. …”
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Integrative bulk and single-cell transcriptomic analysis identifies a migrasome-associated lncRNA signature predictive of prognosis and immune landscape in clear cell renal cell ca... by Junlin Shen, Chun Wang, Mingpeng Zhang, Bin Chen, Liwei Liu, Jing Tian, Zhiqun Shang

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Exploration of Energy-Saving Chilling Landscape Design Based on Algo for Group Intelligence by Zhuo Li

“…Then, based on the weight of the evaluation index, the group algorithm analysis in landscape design is proposed, which is a generalized definition of the standard model. …”
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