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E-raamat: Algorithms and Architectures for Parallel Processing: 21st International Conference, ICA3PP 2021, Virtual Event, December 3-5, 2021, Proceedings, Part III

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The three volume set LNCS 13155, 13156, and 13157 constitutes the refereed proceedings of the 21st International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2021, which was held online during December 3-5, 2021.





The total of 145 full papers included in these proceedings were carefully reviewed and selected from 403 submissions. They cover the many dimensions of parallel algorithms and architectures including fundamental theoretical approaches, practical experimental projects, and commercial components and systems.





The papers were organized in topical sections as follows:





Part I, LNCS 13155: Deep learning models and applications; software systems and efficient algorithms; edge computing and edge intelligence; service dependability and security algorithms; data science;





Part II, LNCS 13156: Software systems and efficient algorithms; parallel and distributed algorithms and applications; data science; edge computing and edge intelligence; blockchain systems; deept learning models and applications; IoT;





Part III, LNCS 13157: Blockchain systems; data science; distributed and network-based computing; edge computing and edge intelligence; service dependability and security algorithms; software systems and efficient algorithms.
Blockchain Systems.- StateSnap: A State-Memorized P2P Storage Network
for Blockchain NFT Content Data.- Towards Requester-Provider Bilateral
Utility Maximization and Collision Resistance in Blockchain-based Microgrid
Energy Trading.- Evaluating the Parallel Execution Schemes of Smart Contract
Transactions in Different Blockchains: An Empirical Study.- Misbehavior
Detection in VANET Based on Federated Learning and Blockchain.- Data
Science.- ABE-AC4DDS: An Access Control Scheme based on Attribute-Based
Encryption for Data Distribution Service.- An Interactive Visual System for
Data Analytics of Social Media.- Auto-Recon: an Automated Network
Reconnaissance System Based on Knowledge Graph.- INGCF: An Improved
Recommendation Algorithm Based on NGCF.- Distributed and Network-based
Computing.- AutoFlow: Hotspot-Aware, Dynamic Load Balancing for Distributed
Stream Processing.- BMTP: Combining Backward Matching with Tree-based Pruning
for Large-scale Content-based Pub/Sub Systems.- AF-TCP: Traffic Congestion
Prediction at Arbitrary Road Segment and Flexible Future Time.- Collaborative
QoS Prediction via Context-Aware Factorization Machine.- TDCT: Target-Driven
Concolic Testing Using Extended Units by Calculating Function Relevance.-
Multi-Task Allocation Based on Edge Interaction Assistance in Mobile
Crowdsensing.- A Variable-way Address Translation Cache for the Exascale
Supercomputer.- PPCTS: Performance Prediction-based Co-located Task
Scheduling in Clouds.- Edge Computing and Edge Intelligence.- Risk-Aware
Optimization of Distribution-based Resilient Task Assignment in Edge
Computing.- Budget-aware Scheduling for Hyperparameter Optimization Process
in Cloud Environment.- Workload Prediction and VM Clustering Based Server
Energy Optimization in Enterprise Cloud Data Center.- Soft Actor-Critic-Based
DAG Tasks Offloading in Multi-Access Edge Computing with Inter-User
Cooperation.- Service Dependability and Security Algorithms.- SensorData
Normalization among Heterogeneous Smartphones for Implicit Authentication.-
Privacy-Preserving and Reliable Federated Learning.- Security Authentication
of Smart Grid Based on RFF.- SEPoW: Secure and Efficient Proof of Work
Sidechains.- A Spectral Clustering Algorithm Based on Differential Privacy
Preservation.- A Compact Secret Image Sharing Scheme Based on Flexible Secret
Matrix Sharing Scheme.- Robust Multi-Model Personalized Federated Learning
via Model Distillation.- V-EPTD: A Verifiable and Efficient Scheme for
Privacy-preserving Truth Discovery.- FedSP: Federated Speaker Verification
with Personal Privacy Preservation.- Security Performance Analysis for
Cellular Mobile Communication System with Randomly-Located Eavesdroppers.-
Short and Distort: A New Manipulation as Opposed to Pump and Dump in the
Cryptocurrency Market.- Privacy-preserving Swarm learning Based on
Homomorphic Encryption.- Software Systems and Efficient Algorithms.- A
modeling and verification method of Modbus TCP / IP protocol.- Completely
Independent Spanning Trees in the Line Graphs of Torus Networks.- Adjusting
OBSS/PD based on fuzzy logic to improve throughput of IEEE 802.11ax network.-
Two-Stage Evolutionary Algorithm Using Clustering for Multimodal
Multi-Objective Optimization with Imbalance Convergence and Diversity.- SLA:
A Cache Algorithm for SSD-SMR Storage System with Minimum RMWs.- Trajectory
Similarity Search with Multi-level Semantics.- Nonnegative Matrix
Factorization Framework For disease-related CircRNA prediction.- A Fast
Authentication and Key Agreement Protocol Based on Time-sensitive Token for
Mobile Edge Computing.- Ferproof: A Constant Cost Range Proof Suitable for
Floating-Point Numbers.- NEPG: Partitioning Large-Scale Power-Law Graphs.-
Accelerating DCNNs via Cooperative Weight/Activation Compression.- PFA:
performance and fairness-aware LLC partitioning method.- SGP: A Parallel
Computing Framework for Supporting Distributed Structural Graph Clustering.-
LIDUSA -- A Learned Index Structure for Dynamical Uneven Spatial Data.- Why
is Your Trojan NOT Responding? A Quantitative Analysis of Failures in
Backdoor Attacks of Neural Networks.- OptCL: A Middleware to Optimise
Performance for High Performance Domain-Specific Languages on Heterogeneous
Platforms.