OOIR: Observatory of International Research

Papers

(The TQCC of IEEE Transactions on Signal and Information Processing Over Networks is 7. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-11-01 to 2025-11-01.)

Article	Citations
Multivariate Time Series Forecasting With GARCH Models on Graphs	112
Score-Based Variational Modeling for Spatiotemporal Forecasting	57
A Generic Framework for Fixed-Time Synchronization of Large Delayed Impulsive Neural Networks	47
Graph Convolutional Neural Networks Sensitivity Under Probabilistic Error Model	40
Communication-Efficient Federated Learning Using Censored Heavy Ball Descent	40
A Nonconvex Low Rank and Sparse Constrained Multiview Subspace Clustering via $l_{\frac{1}{2}}$-Induced Tensor Nuclear Norm	39
Fully Distributed Consensus Control for a Class of Disturbed Linear Multi-Agent Systems Over Event-Triggered Communication	35
Composite Output Consensus Control for General Linear Multiagent Systems With Heterogeneous Mismatched Disturbances	32
Cooperative Learning of Multi-Agent Systems Via Reinforcement Learning	32
Diffusion Mixture Minimum Total Error Entropy Adaptive Filtering Algorithm and Its Performance Analysis	31
Communication-Efficient Federated Optimization Over Semi-Decentralized Networks	28
Game-Theoretic Distributed Empirical Risk Minimization With Strategic Network Design	27
Scalable Distributed Optimization of Multi-Dimensional Functions Despite Byzantine Adversaries	27
Scalable and Decentralized Algorithms for Anomaly Detection via Learning-Based Controlled Sensing	24
Security Dissipative Fuzzy Filtering for Networked Nonlinear Systems With Stochastic Cyber-Attacks	22
Decentralized Federated Learning: Balancing Communication and Computing Costs	22
Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks	22
Remote State Estimation Under DoS Attacks in CPSs With Arbitrary Tree Topology: A Bayesian Stackelberg Game Approach	22
Stable Outlier-Robust Signal Recovery Over Networks: A Convex Analytic Approach Using Minimax Concave Loss	22
Joint Design of Sample and Node Weighting for Distributed Ordinal Regression Under Label Noise	21
IEEE SIGNAL PROCESSING SOCIETY	21
Discrete-Time Controllability of Cartesian Product Networks	20
Estimation of Relative Kinematic Parameters of an Anchorless Network	20
Multimodal Graph Convolutional Network on Brain Structure and Function in Adolescent Anxiety and Depression	19
Adaptive Resilient Tracking Control With Dual-Terminal Dynamic-Triggering for a Linear Multi-Agent System Against False Data Injection Attacks	18

Exploiting the Structure of Two Graphs With Graph Neural Networks	18
Online Reinforcement Learning for Model-Free Secure Formation Control Under DoS Attacks	18
Optimizing Multi-Agent Systems With Uncertain Dynamics: A Finite-Time Adaptive Distributed Approach	18
Hyper-Laplacian Regularized Nonconvex Low-Rank Representation for Multi-View Subspace Clustering	17
Event-Triggered Data-Driven Distributed LFC Using Controller-Dynamic-Linearization Method	17
scGraPhT: Merging Transformers and Graph Neural Networks for Single-Cell Annotation	16
Online Auditing of Information Flow	16
Operator Analysis-Based Distributed Quantized Bipartite Learning for Singular Nonlinear Switched Delayed MASs With Self-Learning Input Sharing Under Antagonistic Networks	15
Hierarchical Learning in Distributed Online Markov Games via Partial Cooperation	15
The Graph Fractional Fourier Transform in Hilbert Space	15
Fault Estimation and Fault-Tolerant Tracking Control for Multi-Agent Systems With Lipschitz Nonlinearities Using Double Periodic Event-Triggered Mechanism	15
Deep Reinforcement Learning Based Transmission Scheduling for Sensing and Control Coordination	15
Multi-Agent Bipartite Flocking Control Over Cooperation-Competition Networks With Asynchronous Communications	14
Edge-Triggered Leader–Follower Consensus of Multiple Spacecraft Systems With Unknown Disturbances	14
Fully Distributed Model-Free Flocking of Multiple Euler-Lagrange Systems	14
Resampling and Network Theory	13
Dual Averaging for Distributed Unbalanced Optimization With Delayed Information	13
Diffusion Generalized Kernel Maximum Correntropy Criterion Algorithm With Variable Center: Establishment and Performance Analysis	13
Inferring Hidden Structures in Random Graphs	13
Channel Pricing and Sensor Scheduling for Distributed Estimation Based on a Stackelberg Game Framework	13
A Closed-Form Solution for Graph Signal Separation Based on Smoothness	13
An Exploratory Distributed Localization Algorithm Based on 3D Barycentric Coordinates	12
Protocol-Based Distributed Security Fusion Estimation for Time-Varying Uncertain Systems Over Sensor Networks: Tackling DoS Attacks	12
Distributed Generalized Nash Equilibria Computation of Noncooperative Games Via Novel Primal-Dual Splitting Algorithms	12
Auxiliary Particle Filtering Over Sensor Networks Under Protocols of Amplify-and-Forward and Decode-and-Forward Relays	12
Fixed-Time Synchronization of Leaderless and Leader-Following Multi-Agent Networks With Delayed Impulses	12
Quantized Distributed Estimation With Adaptive Combiner	12
Variance-Constrained Distributed Filtering Under Limited Bit Rates for Time-Varying Systems	11
Dynamic Event-Triggered Fusion Filtering for Multi-Sensor Rectangular Descriptor Systems With Random State Delay	11
Adaptive Joint Estimation of Temporal Vertex and Edge Signals	11
Deep Reinforcement Learning-Based Cloud-Edge Collaborative Mobile Computation Offloading in Industrial Networks	11
Graph Receptive Transformer Encoder for Text Classification	11
Robust Fault Detection for Uncertain Delayed Systems With Measurement Outliers Under Stochastic Communication Protocol	11
Distributed Training of Large Graph Neural Networks With Variable Communication Rates	11
Dual-Domain Defenses for Byzantine-Resilient Decentralized Resource Allocation	11
A Graph-Assisted Framework for Multiple Graph Learning	11
Penalized Likelihood Approach for Graph Learning in the Presence of Outliers	11
Adaptive Event-Triggered Quantized Communication-Based Distributed Estimation Over Sensor Networks With Semi-Markovian Switching Topologies	10
GGAT: Gravitation-Based Graph Attention Networks	10
Leader-Following Containment Control of Hybrid Fractional-Order Networked Agents With Nonuniform Time Delays	10
Gotta Match 'Em All: Solution Diversification in Graph Matching Matched Filters	10
Spline-Like Wavelet Filterbanks With Perfect Reconstruction on Arbitrary Graphs	9
Generalized Simplicial Attention Neural Networks	9
Optimal Memory Scheme for Accelerated Consensus Over Multi-Agent Networks	9
Compensation-Based Distributed Model-Free Adaptive Control for Cyber-Attacks	9
Bipartite Graph Approximation by Eigenvalue Optimization	9
Resilience in Online Federated Learning: Mitigating Model-Poisoning Attacks via Partial Sharing	9
BDoG-Net: Algorithm Unrolling for Blind Deconvolution on Graphs	9
A Gradient Tracking Protocol for Optimization Over Nabla Fractional Multi-Agent Systems	8
Joint Statistical Mask Learning and Distributed Estimation Without Support Priors	8

Modeling and Analysis of Opinion Dynamics in Social Networks Using Multiple-Population Mean Field Games	8
Staleness Analysis in Asynchronous Optimization	8
RNGCNs: Robust Norm Graph Convolutional Networks in the Presence of Missing Data and Large Noises	8
Data Representation via Attribute Selection- Propagation Neural Network	8
Mesh-Based Consensus Distributed Particle Filtering for Sensor Networks	8
Secure Observer-Based $H_{\infty }$ Synchronization for Singularly Perturbed Multiweighted Complex Networks With Stochastic Communication Protocol	8
Preset-Time Robust Multi-Objective Optimization Over Directed Networks Based On Multi-Agent Framework	8
CoordiNet: Constrained Dynamics Learning for State Coordination Over Graph	7
A Multi-Agent Collaborative Environment Learning Method for UAV Deployment and Resource Allocation	7
Decentralized Eigendecomposition for Online Learning Over Graphs With Applications	7
Reconstruction of Time-Varying Graph Signals via Sobolev Smoothness	7
Distributed Extended Object Tracking Using Coupled Velocity Model From WLS Perspective	7
Distributed Optimization of Heterogeneous Linear Multi-Agent Systems With Unknown Disturbances and Optimal Gain Tuning	7
Kernel-Based Multilayer Graph Signal Recovery via Median Truncation of Gradient Descent	7
SecDT: Privacy-Preserving Outsourced Decision Tree Classification Without Polynomial Forms in Edge-Cloud Computing	7
Dynamic Event-Triggered Approach for Distributed State and Parameter Estimation Over Networks Subjected to Deception Attacks	7