AsymGroup: Asymmetric Grouping and Communication Optimization for 2D Tensor Parallelism in LLM Inference by Ki Tae Kim, Seok-Ju Im, Eui-Young Chung

“…Conventional tensor parallelism approaches typically assume homogeneous hardware, resulting in significant performance degradation under asymmetric conditions. …”
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Extended Kalman Filter-Based State Estimation and Adaptive Control of Cable-Driven Parallel Robots by Gokhan Gungor, Mitchell Rushton, Baris Fidan, William Melek

“…Cable-Driven Parallel Robots (CDPRs) are used in ever-changing, unstructured, and long-term autonomous operations; however, they require precise component assembly to achieve high positioning accuracy. …”
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Two-Timescale Cross-Layer Design for URLLC Over Parallel Fading Channels With Imperfect CSI by Hongsen Peng, Meixia Tao

“…This paper investigates the cross-layer design for point-to-point ultra-reliable low latency communication (URLLC) over parallel fading sub-channels by jointly considering channel estimation and adaptive data transmission. …”
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Damage identification based on the inner product matrix and parallel convolution neural network for frame structure by Yingying He, Ji Feng, Baogang Sun, Feixue Wang, Likai Zhang, Jidi Jiang

“…To overcome this limitation, this study proposes a novel approach that combines an inner product matrix (IPM) with a parallel CNN (IPM-PCNN) to extract multidimensional features for detecting structural damage in a steel frame structure. …”
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Mapping accuracy of short reads from massively parallel sequencing and the implications for quantitative expression profiling. by Nicola Palmieri, Christian Schlötterer

“…<h4>Background</h4>Massively parallel sequencing offers an enormous potential for expression profiling, in particular for interspecific comparisons. …”
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Controlling Cable Driven Parallel Robots Operations&#x2014;Deep Reinforcement Learning Approach by Muhammad Kamran Joyo, Abdulmajeed M. Alenezi, Wenfu Xu, Mohamad A. Alawad, Muhmmad Tayyab Yaqoob, Noor Maricar, Sheroz Khan

“…As a result of such tasks, it is possible to evaluate the level of adaptability and performance of the RL agent. …”
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Impact of parallel construction schemes on the stability of surrounding rock in closely spaced multi-line tunnels by LIU Li, ZHANG Zheng, LIU Jun, OU Chen, ZHAO Yingbo, ZHAO Futian

“…Therefore， it is crucial to design a rational parallel excavation scheme for closely spaced multi-line tunnels.MethodsThis study evaluates two parallel excavation schemes with different excavation sequences by establishing a three-dimensional finite element numerical simulation model. …”
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A Lightweight Accountable Parallel Blockchain Architecture Based on Redactable Blockchain for Agri-Food Traceability by Feng Chen, Chunjiang Zhao, Xinting Yang, Na Luo, Chuanheng Sun

“…Secondly, a lightweight accountable parallel blockchain architecture called LAP-chain is proposed. …”
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Experimental study on the impact of perpendicular and parallel bedding planes on the physical and geomechanical characteristics of carbonate rocks by Ahmed K. Abd El-Aal, Ahmed E. Radwan, Jabir Hussain, Mahrous A. M. Ali

“…The UCS values of carbonate plugs drilled parallel to the bedding planes in the Ain Giffara, El-Heiz, and Khoman formations were lower than those drilled perpendicular to the bedding planes. …”
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Approximated 2-Bit Adders for Parallel In-Memristor Computing With a Novel Sum-of-Product Architecture by Christian Simonides, Dominik Gausepohl, Peter M. Hinkel, Fabian Seiler, Nima Taherinejad

“…To further improve the speed, area usage, and energy consumption, we propose two additional approximate (Ax) 2-bit adders that exhibit inherent parallelization capabilities. We apply the proposed adders in selected image processing applications, where our Ax approach reduces the energy consumption by <inline-formula> <tex-math notation="LaTeX">$\mathrm {31~\!…”
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Parallel System Based Quantitative Assessment and Self-evolution for Artificial Intelligence of Active Power Corrective Control by Tianyun Zhang, Jun Zhang, Feiyue Wang, Peidong Xu, Tianlu Gao, Haoran Zhang, Ruiqi Si

“…However, there is, currently, nearly no standard technical framework for objective and quantitative intelligence evaluation. In this article, based on a parallel system framework, a method is established to objectively and quantitatively assess the intelligence level of an AI agent for active power corrective control of modern power systems, by resorting to human intelligence evaluation theories. …”
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Multi-objective Optimization of Dimensional Parameter for 4-PRP_aR Parallel Mechanism by Jian Yi, Bing He, Linxian Che, Jie Li

“…Taking a 4-PRPaR parallel mechanism with three translational and one rotational as the research object， the evolutionary multi-objective algorithm is applied to solve the dimensional synthesis problem of mechanism. …”
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Network function parallelism configuration with segment routing over IPv6 based on deep reinforcement learning by Seokwon Jang, Namseok Ko, Yeunwoong Kyung, Haneul Ko, Jaewook Lee, Sangheon Pack

“…Network function parallelism (NFP) has gained attention for processing packets in parallel through service functions arranged in the required service function chain. …”
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Shifting Control Algorithm for a Single-Axle Parallel Plug-In Hybrid Electric Bus Equipped with EMT by Yunyun Yang, Sen Wu, Xiang Fu

“…The dynamic model of a single-axle parallel PHEV equipped with the EMT is built up, and the dynamic properties of the gearshift process are also described. …”
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Many-objective Optimization Design of a 2PRU-PRUR Parallel Mechanism Without Parasitic Motion by Che Linxian, Peng Siyang, Huang Xin, He Bing, He Xiaohui, Ao Jin

“…A novel 2PRU-PRUR parallel mechanism with one translational and two rotational (1T2R) degrees of freedom and without parasitic motion, and its mobility and motion characteristic were analyzed by means of the screw theory. …”
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LSTM autoencoder based parallel architecture for deepfake audio detection with dynamic residual encoding and feature fusion by Priyanka Muruganandham, Govardhana Rajan Thangasamy, Sangeetha Jayaraman, Rekha Dharmarajan

“…The framework consists of two parallel modules: one leverages attention-enhanced LSTM with contrastive learning to highlight critical temporal cues, while the other amplifies real-vs-fake separability by computing residual differences across transformed audio variants. …”
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Performance analysis and dimensional optimization of a 2URR-URU parallel mechanism with remote center of motion by CHE Linxian, LI Jie, WEN Shikun, JIANG Haiyi

“…For this purpose, a kind of parallel mechanism with the remote center of motion was designed.MethodsUsing the principle of the intersection of two planes, a novel 2URR-URU parallel mechanism with two rotational and one translational degrees of freedom was proposed to realize the remote center of motion for the minimally invasive surgery. …”
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Analysis of Flow Distribution and Heat Transfer Characteristics in a Multi-Branch Parallel Liquid Cooling Framework by Qipeng Li, Yu Wang, Wenhui Tang, Risto Kosonen, Lujiang Xu, Xuejing Yang, Zhengchao Yang, Xiaoyi Sun

“…The parallel multi-branch pipeline system is usually used for fluid transportation and distribution in the cooling of high-power electronic equipment, especially in radar equipment. …”
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Minor variant detection in amplicons using 454 massive parallel pyrosequencing: experiences and considerations for successful applications by Ina Vandenbroucke, Herwig Van Marck, Peter Verhasselt, Kim Thys, Wendy Mostmans, Stéphanie Dumont, Veerle Van Eygen, Katrien Coen, Marianne Tuefferd, Jeroen Aerssens

“…Furthermore, because accuracy of the DNA polymerase is vital for reliable UDS results, a comparative analysis of error profiles from seven different DNA polymerases was performed and experimentally as-sessed in parallel by 454 sequencing. Finally, intra and interrun variability evaluation of the 454 sequencing protocol revealed highly reproducible results in amplicon-based UDS.…”
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A Lightweight Ultrasound Image Denoiser Using Parallel Attention Modules and Capsule Generative Adversarial Network by Anparasy Sivaanpu, Kumaradevan Punithakumar, Kokul Thanikasalam, Michelle Noga, Rui Zheng, Dean Ta, Edmond H.M. Lou, Lawrence H. Le

“…In addition, bias components are removed from all neurons of the generator to handle the unknown noise levels. A parallel attention module is also included in the proposed model to further enhance denoising performance. …”
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