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检索条件"任意字段=International Symposium on Software Engineering for Parallel and Distributed Systems"

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Clustering Information-guided Multi-view Contrastive Graph Clustering 29

Clustering Information-guided Multi-view Contrastive Graph C...

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29th IEEE international Conference on parallel and distributed systems, ICPADS 2023

作者： Zhao, Yaliang Zhang, Tianchi Wang, Jinke Henan University School of Computer and Information Engineering Kaifeng China Henan University School of Software Kaifeng China

ISBN: (纸本)9798350330717

Nowadays some progress has been made in learning the representation of nodes in unlabeled multi-view for clustering. However, current multi-view graph clustering methods ignore important clustering information during training leading to limited performance. In this paper, we introduce a new framework for multi-view graph clustering, known as IGMC. It utilizes both node attributes and graph topology and uses network topology and the pseudo-labels obtained during the training process as supervisory signals to construct pairs of samples with high discriminative ability and high reliability so that each node corresponds to multiple positive samples. In addition, the clustering quality of the node representations is improved by maximizing the mutual information between the node and the corresponding clusters to emphasize the classes of the nodes. IGMC produces better results than advanced methods on several challenging datasets. The source code is available at https://***/tczgithub/IGMC. © 2023 IEEE.

关键词： cluster information contrastive learning graph clustering multi-view

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A Bilateral Stable Matching Dispatching Method in Crowdsource Food Delivery Service 29

A Bilateral Stable Matching Dispatching Method in Crowdsourc...

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29th IEEE international Conference on parallel and distributed systems, ICPADS 2023

作者： Huang, Feihong Jiang, Wei University of Electronic Science and Technology of China School of Information and Software Engineering Chengdu China

ISBN: (纸本)9798350330717

On-demand food delivery is currently the fastest- growing and most time-sensitive form of logistics in all logistics industry. As the demographic dividend gradually diminishes, an increasing number of platforms are adopting crowdsourced delivery. However, individual crowdsourced riders consider opportunity costs when accepting orders, which determines their decision to make deliveries. Frequent order rejections lead to orders not being finished within the appointed time, and the imbalance in workload among riders also contributes to a high rider attrition rate. In this paper, we propose a stable dispatching algorithm based on bilateral stable matching between orders and riders. This algorithm considers multiple objectives such as system efficiency, service quality, rider experience, and workload balance to address the instability in the dispatching process. Additionally, we design a method to calculate the target dispatching order quantity by fitting the order density function using dispatching order quantity from different time periods. Finally, we demonstrate the effectiveness of the proposed dispatching method through a comparative analysis of experimental results. © 2023 IEEE.

关键词： balanced dispatch bilateral match crowdsource dispatch food delivery dispatch

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Q2Logic: A Coarse-Grained FPGA Overlay targeting Schrödinger Quantum Circuit Simulations

Q2Logic: A Coarse-Grained FPGA Overlay targeting Schrödinge...

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2023 IEEE international parallel and distributed Processing symposium Workshops, IPDPSW 2023

作者： Podobas, Artur KTH Royal Institute of Technology School of Electrical Engineering and Computer Science Stockholm Sweden

ISBN: (纸本)9798350311990

Quantum computing is emerging as an important (but radical) technology that might take us beyond Moore's law for certain applications. Today, in parallel with improving quantum computers, computer scientists are relying heavily on quantum circuit simulators to develop algorithms. Most existing quantum circuit simulators run on general-purpose CPUs or GPUs. However, at the same time, quantum circuits themselves offer multiple opportunities for parallelization, some of which could map better to other architecture- architectures such as reconfigurable systems. In this early work, we created a quantum circuit simulator system called Q2Logic. Q2Logic is a coarse-grained reconfigurable architecture (CGRA) implemented as an overlay on Field-Programmable Gate Arrays (FPGAs), but specialized towards quantum simulations. We described how Q2Logic has been created and reveal implementation details, limitations, and opportunities. We end the study by empirically comparing the performance of Q2Logic (running on a Intel Agilex FPGA) against the state-of-the-art framework SVSim (running on a modern processor), showing improvements in three large circuits(#qbit≥27), where Q2Logic can be up-to 7x faster. © 2023 IEEE.

关键词： Circuit simulation

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WAN-INT: Cost-Effective In-Band Network Telemetry in WAN With A Performance-aware Path Planner 29

WAN-INT: Cost-Effective In-Band Network Telemetry in WAN Wit...

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29th IEEE international Conference on parallel and distributed systems, ICPADS 2023

作者： Chen, Simian He, Dongbiao Ma, Xiaopeng Ming, Zhongxing Cui, Laizhong Sangfor Technologies Inc China China National Tobacco Corporation Anhui Province China Shenzhen University College of Computer Science and Software Engineering China China

ISBN: (纸本)9798350330717

With the development of cross-datacenter services, accurate and low-cost network performance measurement enables better traffic scheduling. However, the existing network measurement suffers from a lack of telemetry granularities and excessive costs. Besides, the implementation of INT in the WAN remains undefined. In this work, We propose WAN-INT, a two-phase path orchestration algorithm designed to address the challenges posed by limited communication resources and varying link states in WAN scenarios. By generating a telemetry policy based on this algorithm, it can effectively adapt to the requirements of various applications and network states, achieving a balance between telemetry quality and cost limitations. We conduct experiments in a commercial WAN environment. Results show that WAN-INT outperforms existing schemes and reaches a good compromise between the telemetry quality and cost constraints. Compared with the state-of-the-art telemetry system, WAN-INT effectively reduces by at least 43% of telemetry cost while ensuring telemetry quality. © 2023 IEEE.

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VPRI: Efficient I/O Page Fault Handling via software-Hardware Co-Design for IaaS Clouds 24

VPRI: Efficient I/O Page Fault Handling via Software-Hardwar...

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30th ACM symposium on Operating systems Principles, SOSP 2024

作者： Guo, Kaijie Li, Dingji Luo, Ben Shen, Yibin Peng, Kaihuan Luo, Ning Dai, Shengdong Liang, Chen Song, Jianming Yang, Hang Zhang, Xiantao Mi, Zeyu Alibaba Cloud Hangzhou China Institute of Parallel and Distributed Systems Shanghai Jiao Tong University China Engineering Research Center for Domain-specific Operating Systems Ministry of Education China

ISBN: (纸本)9798400712517

Device pass-through has been widely adopted by cloud service providers to achieve near bare-metal I/O performance in virtual machines (VMs). However, this approach requires static pinning of VM memory, making on-demand paging unavailable. The hardware device I/O page fault (IOPF) capability offers an optimal solution to this limitation. Current IOPF approaches, using either standard IOMMU capabilities (ATS+PRI) or devices with independent IOMMU implementations, have not gained widespread adoption in public Infrastructure-as-a-Service clouds. This is due to high costs, platform dependency, and significant impacts on performance and service level objectives (SLOs). We present the Virtualized Page Request Interface (VPRI), a novel IOPF system developed through software-hardware collaboration. VPRI is not only platform-independent, free from address translation complexities, but also cost-effective, and designed to minimize SLO impact. Our work enables large-scale deployment of IOPF capability in Alibaba Cloud with negligible impact on SLOs. When integrated with memory management software, it significantly enhances memory utilization in public IaaS clouds, effectively overcoming the static memory pinning restriction associated with pass-through devices. © 2024 Copyright is held by the owner/author(s). Publication rights licensed to ACM.

关键词： Infrastructure as a service (IaaS)

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2nd international Conference on Emerging Trends in Information Technology and engineering, ic-ETITE 2024

2nd International Conference on Emerging Trends in Informati...

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2nd international Conference on Emerging Trends in Information Technology and engineering, ic-ETITE 2024

ISBN: (纸本)9798350328202

The proceedings contain 306 papers. The topics discussed include: IoT in agriculture 4.0: farmer adoption, barriers, and the path to sustainable farming;an impact of evasion attacks on machine learning algorithms;parallel convolutional neural network for brain tumor using MR images;voice-based common cold detection;review on IOMT security through distributed machine learning;performance analysis for diving sport using YoLoV8, OpenPose and fuzzy logic;reliability analysis of PMSM drives processor for commercial electric vehicle utility;H-Blockenc: a pioneering blockchain integrated cryptographic security model for IoT-healthcare systems;early detection of down syndrome through ultrasound imaging using deep learning strategies — a review;route optimization using clustering and K Opt optimization for garbage collection;and preventing network attacks using support vector machine (SVM) and software defined networking (SDN) integration.

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New parallel Order Maintenance Data Structure

New Parallel Order Maintenance Data Structure

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parallel Computing and distributed systems (PCDS), international symposium on

作者： Bin Guo Emil Sekerinski Department of Computer Science Trent University Peterborough Canada Department of Computing and Software McMaster University Hamilton Canada

ISBN: (数字)9798350349658

ISBN: (纸本)9798350349665

The Order-Maintenance (OM) data structure is to keep a fully ordered list of items, supporting operations including insertions, deletions, and comparisons. As a crucial data structure, OM is widely used in various applications. With the increasing availability of multicore processors, there is a strong incentive to parallelize this essential data structure. This paper introduces a novel parallel OM data structure.

关键词： Program processors Multicore processing parallel processing Data structures Maintenance

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Dual-view Traffic Identification for Open Source Proxy software through Early Flows 22

Dual-view Traffic Identification for Open Source Proxy Softw...

引用

22nd IEEE international symposium on parallel and distributed Processing with Applications, ISPA 2024

作者： Xu, Yuwei Bai, Yunpeng Zhang, Yuquan Song, Yige Xiang, Qiao Cheng, Guang Southeast University School of Cyber Science and Engineering Nanjing China Purple Mountain Laboratories for Network and Communication Security Nanjing China Xiamen University School of Informatics Xiamen China

ISBN: (纸本)9798331509712

Open Source Proxy software (OSPS) provides privacy protection for users accessing the Internet by constructing a private anonymizing network. However, there is a growing concern about whether OSPS can actually prevent privacy leaks as it claims. Researchers have attempted to use AI-based techniques to identify OSPS, but there are two shortcomings in the current studies. First, there is no complete public dataset to support the identification tasks for different requirements. The existing datasets do not cover the most commonly used OSPS tools and their typical configurations. Second, with the introduction of deep learning techniques, the models continue to become complex, resulting in significant computational overhead. Using early flows for identification may make the model lighter, but result in weaker representations and lower classification performance. To address the above shortcomings, we have carried out pioneering work on OSPS traffic identification through early flows. First, we collect the access traffic of three OSPS tools and create a dataset with 8 protocol configurations. Second, we present an innovative Dual-View Identification (DVI) method for OSPS traffic. By considering both static and dynamic views, DVI effectively characterizes early flows and achieves accurate classification through feature fusion. In the static view, spatial distribution features are extracted by representing the early flows as a grayscale picture. In the dynamic view, spatial features and temporal correlations are represented using a flow with multiple packets, similar to a video with multiple frames. Comparative experiments show that DVI achieves over 90% accuracy and F1 scores in all three tasks, which greatly improves its ability to identify different protocol configurations and access sites. Besides, DVI outperforms 5 state-of-the-art methods and achieves low parameters and FLOPS through early flows. © 2024 IEEE.

关键词： Differential privacy

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18th international symposium on Theoretical Aspects of software engineering, TASE 2024

18th International Symposium on Theoretical Aspects of Softw...

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18th international symposium on Theoretical Aspects of software engineering, TASE 2024

ISBN: (纸本)9783031646256

The proceedings contain 28 papers. The special focus in this conference is on Theoretical Aspects of software engineering. The topics include: Slicing Assisted Program Verification: An Empirical Study;an Approach to Improving Reliability of parallel Graph Computation;safe and Infinite Resource Scheduling Using Energy Timed Automata;intrathread Method Orders Based Adaptive Testing of Concurrent Objects;an Abstract Interpretation-Based Data Leakage Static Analysis;on the Decidability of Disassembling Binaries;finding Deep-Hidden Bugs in Android Apps via Functional Semantics Guided Exploration;detecting Vulnerabilities via Explicitly Leveraging Vulnerability Features on Program Slices;fuzzing for Stateful Protocol Implementations: Are We There Yet?;ctxFuzz: Discovering Heap-Based Memory Vulnerabilities Through Context Heap Operation Sequence Guided Fuzzing;an Adaptive Real-Time Garbage Collection Method Based on File Write Prediction;tree-Based Synthesis of Web Test Sequences from Manual Actions;gradual Typing Performance, Micro Configurations and Macro Perspectives;ISS-Scenario: Scenario-Based Testing in CARLA;verified Validation for Affine Scheduling in Polyhedral Compilation;a Formally Verified Scheme for Security Protocols with the Operational Semantics of Strand Space;empirically Scalable Invariant Generation Leveraging Divide-and-Conquer with Pruning;DeepCDCL: A CDCL-based Neural Network Verification Framework;energy-Efficient Motion Planning for Autonomous Vehicles Using Uppaal Stratego;CFStra: Enhancing Configurable Program Analysis Through LLM-Driven Strategy Selection Based on Code Features;improved Incremental Verification for Neural Networks;Automatic Construction of HD Maps for Simulation-Based Testing of Autonomous Driving systems;managing Traceability for software Life Cycle Processes;a Natural Formalized Proof Language;strong Forgetting in Hennessy-Milner Logic;Correction to: ISS-Scenario: Scenario-Based Testing in CARLA (Theoretical Aspectsof software

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Simplified distributed Secondary Control Based on Diffusion Algorithm in Isolated AC Microgrids 14

Simplified Distributed Secondary Control Based on Diffusion ...

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14th IEEE international symposium on Power Electronics for distributed Generation systems, PEDG 2023

作者： Ding, Yawen Gao, Fei Yu, Jiahao Zheng, Qipeng Shanghai Jiao Tong University Key Laboratory of Control of Power Transmission and Conversion Ministry of Education College of Smart Energy Shanghai China Shanghai Jiao Tong University Key Laboratory of Control of Power Transmission and Conversion Ministry of Education Dept. of Electrical Engineering Shanghai China

ISBN: (纸本)9798350328233

To achieve voltage and frequency recovery and accurate reactive power sharing in AC MGs, this paper proposes a simplified distributed secondary control strategy based on dynamic diffusion algorithm which contains only one integrator and one communicated variable in the voltage recovery and reactive power sharing regulator. Compared with traditional consensus-based secondary control method with parallel structure, the proposed control structure is simplified and the communication link burden is reduced. Furthermore, the controller's dynamic performance including convergence rate and convergence region of reactive power sharing and frequency recovery are also improved by adopting dynamic diffusion algorithm in secondary control. To verify the superiority of the proposed strategy, a three-node isolated AC MG is used to test the simplified distributed controller under load changes, communication delay comparing with consensus-based algorithm. Moreover, the proposed controller presents strong robustness under communication link failure and has plug-and-play capability. © 2023 IEEE.

关键词： Controllers

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