DISCO: Efficient Diffusion Solver for large-scale Combinatorial Optimization problems by Hang Zhao, Kexiong Yu, Yuhang Huang, Renjiao Yi, Chenyang Zhu, Kai Xu

“…We propose DISCO, an efficient DIffusion Solver for large-scale Combinatorial Optimization problems that excels in both solution quality and inference speed. …”
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Energy efficient design and implementation of approximate adder for image processing applications by Naik Jatothu Brahmaiah, Kumar Kanagala Sateesh, Krishnaiah Kondragunta Rama, Koteswararao Seelam

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Efficiency Evaluation in Indonesia's Quarrying Industry Using Variable Combinations DEA by Erni Puspanantasari Putri, Ivan A. Parinov, Chuleeporn Wongloucha

“…DEA applies multiplies the input and output variables for analyzing the efficiency but does not provide guidance in selecting those variables. …”
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A NONPARAMETRIC ANALYSIS OF INVESTMENT BANKS' EFFICIENCY IN THE CURRENT GLOBAL CRISIS by TEODORA CRISTINA BARBU, NICOLAE DARDAC, IUSTINA ALINA BOITAN

“…To this end, we have applied a nonparametric method, called Data Envelopment Analysis, which allows obtaining the efficiency scores for each financial institution considered. …”
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An Evaluation Study on Investment Efficiency: A Predictive Machine Learning Approach by Weiwei Hao, Hongyan Gao, Zongqing Liu

“…It is different from the traditional method based on machine learning, such as linear regression, structural equation, clustering, and principal component analysis; this paper uses a regression prediction method to analyze investment efficiency. …”
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A simple and efficient algorithm for genome‐wide homozygosity analysis in disease by Wei Liu, Jinhui Ding, Jesse Raphael Gibbs, Sue Jane Wang, John Hardy, Andrew Singleton

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Spatial Correlation Network Characteristics of Comprehensive Transportation Green Efficiency in China by Qifei Ma, Sujuan Li, Zhenchao Zhang

“…Furthermore, the standard deviational ellipse (SDE) model and social network analysis (SNA) method are adopted to delineate the spatiotemporal evolution patterns and spatial correlation network characteristics of CTGE, based on input–output data from the transportation industry across 30 provinces (municipalities and autonomous regions) between 2003 and 2020. …”
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Efficient Manufacturing of Steerable Eversion Robots with Integrated Pneumatic Artificial Muscles by Thomas Mack, Cem Suulker, Abu Bakar Dawood, Kaspar Althoefer

“…Previous research has explored the use of pneumatic artificial muscles mounted externally on the robot’s body, which, when contracting, induce directional bending. However, this method only offers limited bending performance. To enhance maneuverability, pneumatic artificial muscles embedded in between the walls of double-walled eversion robots have also been considered and shown to offer superior bending performance and force output as compared to externally attached muscle. …”
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Characterization, Performance, and Efficiency Analysis of Hybrid Photovoltaic Thermal (PVT) Systems by Md Tofael Ahmed, Masud Rana Rashel, Mahmudul Islam, Tania Tanzin Hoque, Mouhaydine Tlemçani, Fernando M. Janeiro

“…The results include temperature profiling, a comparison of the PVT system’s different components, and an overall output and efficiency study for all of the mentioned pipes. …”
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Energy-Efficient Resource Allocation for Near-Field MIMO Communication Networks by Tong Lin, Jianyue Zhu, Junfan Zhu, Yaqin Xie, Yao Xu, Xiao Chen

“…The simulation results show that the proposed method can significantly improve the system energy efficiency and reduce the antenna overhead under different resolution thresholds, user angles, and distance configurations, which provides a practical reference for the design of green and low-carbon near-field communication systems.…”
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Efficient Deep Learning-Based Detection Scheme for MIMO Communication Systems by Roilhi F. Ibarra-Hernández, Francisco R. Castillo-Soria, Carlos A. Gutiérrez, José Alberto Del-Puerto-Flores, Jesus Acosta-Elias, Viktor I. Rodriguez-Abdala, Leonardo Palacios-Luengas

“…Deep learning (DL) has emerged as an efficient method for solving optimization problems in different areas. …”
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Symmetric Step-Apodized Distributed Feedback Fiber Laser With Improved Efficiency by Kuikui Guo, Jun He, Kaiming Yang, Zhe Zhang, Xizhen Xu, Bin Du, Gaixia Xu, Yiping Wang

“…The fluctuations in lasing wavelength and output power were less than 12 pm (corresponding to a frequency shift of 1.49 GHz) and 0.13 dB within 24 h, respectively. …”
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Enhancing efficiency in photovoltaic hydrogen production: A comparative analysis of MPPT and electrolysis control strategies by Shen Yuong Wong, Jiawei Li

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Fully invertible hyperbolic neural networks for segmenting large-scale surface and sub-surface data by Bas Peters, Eldad Haber, Keegan Lensink

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Efficient tree mapping through deep distance transform (DDT) learning by Jan Schindler, Ziyi Sun, Bing Xue, Mengjie Zhang

“…Another class of object detectors is based on encoder-decoder networks such as UNet which offer easy integration into existing workflows and high accuracy even in complex forest scenes in regional and national tree studies. While previous methods had to combine multi-model and multi-task outputs to create decision surfaces, we developed an efficient UNet-based modelling approach which focusses solely on learning the distance transforms of tree objects as cost surface for watershed segmentation. …”
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Conditional Diffusion-Flow models for generating 3D cosmic density fields: applications to f(R) cosmologies by Julieth K Riveros, Paola A Saavedra, Héctor J Hortúa, Jorge Enrique García-Farieta, Ivan Olier

“…To improve conditional generation, we introduce a novel multi-output model to develop feature representations of the cosmological parameters. …”
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Image Quality Predictor with Highly Efficient Fully Convolutional Neural Network by Cao Yu-Dong, Liao Xin-Lin, Liu Hai-Yan

“…A highly efficient deep fully convolutional neural network (DFCN) for image quality assessment (IQA) is designed in this paper. …”
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Efficiency of primary care in Brazilian capitals and management models: 2008–2019 by André Luis Paes Ramos, Marismary Horsth De Seta, Marcelo Battesini

“…To these indicators were added health and primary health care expenditures and data envelopment analysis focused on outputs (without admitting a reduction in expenditures) to calculate efficiency in 2008, 2012, 2016, and 2019. …”
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HyperSMamba: A Lightweight Mamba for Efficient Hyperspectral Image Classification by Mengyuan Sun, Liejun Wang, Shaochen Jiang, Shuli Cheng, Lihan Tang

“…Recently, the Mamba architecture has shown outstanding performance in 1D sequence modeling tasks owing to its lightweight linear sequence operations and efficient parallel scanning capabilities. Nevertheless, its application in HSI classification still faces challenges. …”
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Efficient Methane Monitoring with Low-Cost Chemical Sensors and Machine Learning by Guillem Domènech-Gil, Nguyen Thanh Duc, J. Jacob Wikner, Jens Eriksson, Donatella Puglisi, David Bastviken

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