21st IFIP International Conference, NPC 2025, Nha Trang, Vietnam, November 14-16, 2025, Proceedings, Part I Herausgeber: Wang, Xiaoliang; Ye, Baoliu; Crespi, Noel; Jiang, Xiaohong
21st IFIP International Conference, NPC 2025, Nha Trang, Vietnam, November 14-16, 2025, Proceedings, Part I Herausgeber: Wang, Xiaoliang; Ye, Baoliu; Crespi, Noel; Jiang, Xiaohong
This two-part volume LNCS 16305 and 16306 constitutes the proceedings of the 21st IFIP International Conference on Network and Parallel Computing, NPC 2025, which was held in Nha Trang, Vietnam, during November 14-16, 2025. The 76 full papers included in this volume were carefully reviewed and selected from 223 submissions. Topics of interest include, but are not limited to, parallel and distributed applications and algorithms, parallel and distributed architectures and systems, and parallel and distributed software environments and tools.
This two-part volume LNCS 16305 and 16306 constitutes the proceedings of the 21st IFIP International Conference on Network and Parallel Computing, NPC 2025, which was held in Nha Trang, Vietnam, during November 14-16, 2025. The 76 full papers included in this volume were carefully reviewed and selected from 223 submissions. Topics of interest include, but are not limited to, parallel and distributed applications and algorithms, parallel and distributed architectures and systems, and parallel and distributed software environments and tools.
. HSampler: Optimizing Multi GPU GNN Sampling with Collision Avoid Selection. . ServScale: Concurrency aware Serverless Execution and Scaling Paradigm. . Pallas: Optimizing LLM based Anomaly Traffic Classification with Compressed Prompt Engineering. . A Reputation Driven Malicious User Detection for Truth Discovery in Mobile Crowdsensing. . CFLBD: Distance Informed Dynamic Clustering via Bhattacharyya Metrics for Federated Learning. . SAMSformer: A Multi Scale Prediction Model Based on Parallel Transformer. . Computing Measurement Based Deployment of Service Function Chains in Computing Power Networks. . Exploiting Transformer based Static Binary Analysis for Identifying Inefficient Locks. . Open Services Availability First Based Routing and Scheduling Optimization for Wide Area Deterministic Networks. . Incremental Distributed Algorithms for Game theoretic Betweenness Centralities in Dynamic Graphs. . LightCacheRL: A Lightweight Reinforcement Learning Framework for Unified Cache Management. . Joint Optimization of Computation and Communication Resources for GPU Allocation in Heterogeneous Clusters. . upTSA: A DIMM based Near Data Processing Accelerator for Time Series Analysis. . HSC: Scalable Task Scheduling in Large Scale Edge Environments. . A Semi Decoupled VLM Planner with a Memory Mechanism for Autonomous Driving. . An FPGA Based Distributed Shared Memory Architecture Supporting CXL 2.0+ Specification. . DPS: A Congestion aware Allreduce Job Placement for In network Aggregation. . Carbon Aware Task Scheduling in Distributed Computing Continuum: A Lyapunov Guided Reinforcement Learning Approach. . DCTS RDMA: Adaptive FEC via Dynamic Coding for Efficient RDMA over Lossy Networks. . Adap DP FR: Adaptive Differential Privacy for Federated Recommendation. . LingXi: An Architecture for COM/MON based High integrity TSN/TTE Switch. . TAIR: Achieving Tenant Anomaly Isolation with Request Scheduling in Serverless Computing. . GICNet: Goal Interaction Conditioned Network for Human Trajectory Forecasting. . FPGA Accelerated CNN Transformer Hybrid Model for Real Time Semantic Segmentation in Autonomous Driving. . ASR of CoMP UAV Cellular Networks with Specific Eavesdropper. . FedLay: An Energy Efficient Hierarchical Federated Learning Framework for Heterogeneous Edge Devices. . Bridge the Gap Between QoS and QoE in Mobile Short Video Service: a CDN Perspective. . RSCAC NET: A Remote Sensing Image Change Description Network Based on Change Aware and Multi Stage Global Fusion. . Cultivator: Multi Granularity Tree Construction in Heterogeneous Edge Cloud Training. . Adaptive Anomaly Detection for IoT Networks: Improved Feature Engineering and Classification. . BlockSDN VC: A SDN Based Virtual Coordinate Enhanced Transaction Broadcast Framework for High Performance Blockchains. . LLM Enhanced Heterogeneous Graph Embedding Model for DNS Security. . Learnable Cloud Guided LLM Quantization for Resource Constrained Edge Devices. . Fluid DataTable: Elastic and Efficient Caching for Cloud Native Big Data Query System. . An effective defense scheme based on SDN for DDoS attacks system. . EdgeInferFlow: A Distributed Inference Acceleration Method for Deep Learning Chained Structure Models for Edge Devices. . Performance Analysis of Multipath QUIC Schedulers for Video Streaming over Hybrid 5G Satcom Networks. . A Privacy preserving Edge Inference Framework for Low Altitude UAV Swarm Intelligence.
. HSampler: Optimizing Multi GPU GNN Sampling with Collision Avoid Selection. . ServScale: Concurrency aware Serverless Execution and Scaling Paradigm. . Pallas: Optimizing LLM based Anomaly Traffic Classification with Compressed Prompt Engineering. . A Reputation Driven Malicious User Detection for Truth Discovery in Mobile Crowdsensing. . CFLBD: Distance Informed Dynamic Clustering via Bhattacharyya Metrics for Federated Learning. . SAMSformer: A Multi Scale Prediction Model Based on Parallel Transformer. . Computing Measurement Based Deployment of Service Function Chains in Computing Power Networks. . Exploiting Transformer based Static Binary Analysis for Identifying Inefficient Locks. . Open Services Availability First Based Routing and Scheduling Optimization for Wide Area Deterministic Networks. . Incremental Distributed Algorithms for Game theoretic Betweenness Centralities in Dynamic Graphs. . LightCacheRL: A Lightweight Reinforcement Learning Framework for Unified Cache Management. . Joint Optimization of Computation and Communication Resources for GPU Allocation in Heterogeneous Clusters. . upTSA: A DIMM based Near Data Processing Accelerator for Time Series Analysis. . HSC: Scalable Task Scheduling in Large Scale Edge Environments. . A Semi Decoupled VLM Planner with a Memory Mechanism for Autonomous Driving. . An FPGA Based Distributed Shared Memory Architecture Supporting CXL 2.0+ Specification. . DPS: A Congestion aware Allreduce Job Placement for In network Aggregation. . Carbon Aware Task Scheduling in Distributed Computing Continuum: A Lyapunov Guided Reinforcement Learning Approach. . DCTS RDMA: Adaptive FEC via Dynamic Coding for Efficient RDMA over Lossy Networks. . Adap DP FR: Adaptive Differential Privacy for Federated Recommendation. . LingXi: An Architecture for COM/MON based High integrity TSN/TTE Switch. . TAIR: Achieving Tenant Anomaly Isolation with Request Scheduling in Serverless Computing. . GICNet: Goal Interaction Conditioned Network for Human Trajectory Forecasting. . FPGA Accelerated CNN Transformer Hybrid Model for Real Time Semantic Segmentation in Autonomous Driving. . ASR of CoMP UAV Cellular Networks with Specific Eavesdropper. . FedLay: An Energy Efficient Hierarchical Federated Learning Framework for Heterogeneous Edge Devices. . Bridge the Gap Between QoS and QoE in Mobile Short Video Service: a CDN Perspective. . RSCAC NET: A Remote Sensing Image Change Description Network Based on Change Aware and Multi Stage Global Fusion. . Cultivator: Multi Granularity Tree Construction in Heterogeneous Edge Cloud Training. . Adaptive Anomaly Detection for IoT Networks: Improved Feature Engineering and Classification. . BlockSDN VC: A SDN Based Virtual Coordinate Enhanced Transaction Broadcast Framework for High Performance Blockchains. . LLM Enhanced Heterogeneous Graph Embedding Model for DNS Security. . Learnable Cloud Guided LLM Quantization for Resource Constrained Edge Devices. . Fluid DataTable: Elastic and Efficient Caching for Cloud Native Big Data Query System. . An effective defense scheme based on SDN for DDoS attacks system. . EdgeInferFlow: A Distributed Inference Acceleration Method for Deep Learning Chained Structure Models for Edge Devices. . Performance Analysis of Multipath QUIC Schedulers for Video Streaming over Hybrid 5G Satcom Networks. . A Privacy preserving Edge Inference Framework for Low Altitude UAV Swarm Intelligence.
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