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Mathematics publishes Special Issues to create collections of papers on specific topics, with the aim of building a community of authors and readers to discuss the latest research and develop new ideas and research directions. Special Issues are led by Guest Editors, who are experts on the topic and all Special Issue submissions follow MDPI's standard editorial process. The journal’s Editor-in-Chief and/or designated Editorial Board Member will oversee Guest Editor appointments and Special Issue proposals, checking their content for relevance and ensuring the suitability of the material for the journal. The papers published in a Special Issue will be collected and displayed on a dedicated page of the journal’s website. Further information on MDPI's Special Issue policies and Guest Editor responsibilities can be found here. For any inquiries related to a Special Issue, please contact the Editorial Office.

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Mathematical Foundations of Blockchain Technology
edited by Pratima Sharma
submission deadline 30 Aug 2026 | 1 articles | Viewed by 2659
Keywords: blockchain mathematics; cryptographic primitives; consensus mechanisms; game theory in blockchain; distributed algorithms; mathematical modeling; security and scalability; decentralized systems
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Artificial Intelligence: Models, Optimization, and Machine Learning, 3rd Edition submission deadline 31 Aug 2026 | 17 articles | Viewed by 41011 | Submission Open
Keywords: neural networks; deep learning; machine learning; generative and conversational models; neuro-symbolic models; biologically inspired optimization; optimization algorithms; Bayesian networks; reinforcement learning; multiagent systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Application of Mathematical Methods to Transportation: Modeling and Analysis
edited by and Qi Cao
submission deadline 31 Aug 2026 | 15 articles | Viewed by 34192 | Submission Open
Keywords: transportation modeling and analysis; traffic flow prediction and control; vehicle routing; public transportation scheduling; multimodal transportation system simulation; passenger demand fluctuations; travel time variability; network resilience
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Perception, Control and Optimization Methods in Intelligent Transportation Systems
edited by Haifeng Song, Min Zhou and Xiaoqing Zeng
submission deadline 31 Aug 2026 | 13 articles | Viewed by 24729 | Submission Open
Keywords: intelligent transportation systems (ITS); control theory in transportation; traffic flow optimization; model predictive control (MPC); intelligent perception technologies; machine learning for ITS; advanced routing algorithms; optimization methods in transportation; autonomous vehicle technologies; sustainable urban transport
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Statistical Methods for Forecasting and Risk Analysis
edited by , Marcella Niglio and Emanuela Raffinetti
submission deadline 31 Aug 2026 | 4 articles | Viewed by 20129 | Submission Open
Keywords: risk analysis; forecasting and accuracy; statistical modeling; model selection; applied statistics; machine learning; artificial intelligence; massive dataset; high (and ultra-high)-dimensional dataset; variable selection
(This special issue belongs to the Section D1: Probability and Statistics)
Data Mining and Machine Learning with Applications, 2nd Edition
edited by and
submission deadline 31 Aug 2026 | 7 articles | Viewed by 18785 | Submission Open
Keywords: machine learning; data mining; time series data analytics; statistical machine learning; statistical classification; statistical inference; Bayesian methods; algorithms and architectures for big data searches, mining, and processing; deep learning; computer vision and image processing; evolutionary computation; knowledge discovery; industrial and medical applications; security applications; applications of unsupervised learning; industrial and medical applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Current Topics in Geometric Function Theory, 2nd Edition
edited by
submission deadline 31 Aug 2026 | 18 articles | Viewed by 16004 | Submission Open
Keywords: classes of analytic functions; univalent functions; differential subordination and superordination; operator-related problems; quantum calculus; fractional calculus; extremal problems; preserving class properties; coefficients estimates; GFT in real-life applications
(This special issue belongs to the Section C4: Complex Analysis)
Artificial Intelligence for Fault Detection in Manufacturing
edited by Jinwoo Song
submission deadline 31 Aug 2026 | 9 articles | Viewed by 15260 | Submission Open
Keywords: artificial intelligence; fault detection; manufacturing; data imbalance; quality control; machine learning; statistical modeling; data augmentation; mathematical optimization; predictive maintenance
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Fractional Calculus: Advances and Applications submission deadline 31 Aug 2026 | 7 articles | Viewed by 13393 | Submission Open
Keywords: methods for solving fractional differential equations; new theory of capacitors; fractional electromagnetic theory; fractional bioengineering; fractional cosmology; non-ordinary mechanics; signal and image processing; fractional biomedical signals and images; fractional circuit theory
(This special issue belongs to the Section E: Applied Mathematics)
Finite-Time/Fixed-Time Stability and Control of Dynamical Systems
edited by and
submission deadline 31 Aug 2026 | 7 articles | Viewed by 12954 | Submission Open
Keywords: finite-time stability; fixed-time stability; finite-time synchronization; fixed-time synchronization; neural networks; complex networks; multi-agent systems; time-delay systems; control theory; control engineering
(This special issue belongs to the Section C2: Dynamical Systems)
Advances in Theoretical and Empirical Economic Modeling
edited by Hany Guirguis and
submission deadline 31 Aug 2026 | 3 articles | Viewed by 9377 | Submission Open
Keywords: econometrics; quantitative economics; mathematical economics; mathematical modeling in economics and finance; optimization techniques
(This special issue belongs to the Section E5: Financial Mathematics)
Soft Computing and Fuzzy Mathematics: New Advances and Applications
edited by Nebojša Ralević
submission deadline 31 Aug 2026 | 5 articles | Viewed by 8978 | Submission Open
Keywords: fuzzy metric and topological spaces; fixed point theory; image analysis and digital and computational geometry and topology; fuzzy and crisp shape recognition and analysis; uncertainty in geometries
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Artificial Intelligence for Network Security and IoT Applications
edited by Anjia Yang, Cheng Huang and
submission deadline 31 Aug 2026 | 3 articles | Viewed by 8735 | Submission Open
Keywords: artificial intelligence (AI); network security; Internet of Things (IoT); intrusion detection; anomaly detection; machine learning; cybersecurity; secure data transmission; privacy preservation; mathematical modeling; Cryptography; security scheme; cryptosystem; cryptographic scheme; information security; privacy security; authentication; cryptographic scheme; authorized access; digital signature; public key cryptosystem; discrete logarithm based cryptosystem; Diffie–Hellman key exchange; elliptic curve cryptography; pairing-based cryptography; lattice-based cryptography; encryption; secret sharing; zero-knowledge; Authenticated; cryption; multi-secret; Encrypted; data hiding; Encrypting
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Perspectives of Graph Theory and Combinatorics
edited by
submission deadline 31 Aug 2026 | 7 articles | Viewed by 6939 | Submission Open
Keywords: extremal graph theory; discrete mathematics; combinatorics; graph theory; applied mathematics; linear algebra; matrices; data science; degree sequence problems; zero forcing sets; zero forcing number; cardinalities
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Cybersecurity and Data Protection: Modern Methods and New Applications
edited by and Thomas Prantl
submission deadline 31 Aug 2026 | 4 articles | Viewed by 6022 | Submission Open
Keywords: advances in post-quantum cryptography; secure key generation and distribution techniques; intrusion detection systems using advanced analytics; anomaly detection in large-scale networks; secure multiparty computation techniques; homomorphic encryption for secure data processing; vulnerability analysis frameworks; optimization of risk mitigation strategies; methods for secure cloud storage; secure sharing protocols for big data applications; resource optimization in security systems; benchmarking of security system performance; deep learning techniques for real-time threat detection; explainable AI in cybersecurity applications; graph theory and network security applications; chaos theory in cryptographic systems; securing critical infrastructure systems; data protection in healthcare and financial services; cyber-physical systems security; ethical and legal considerations in data protection
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Machine Learning and Intelligent Systems
edited by and
submission deadline 31 Aug 2026 | 7 articles | Viewed by 5357 | Submission Open
Keywords: machine learning; intelligent systems; physics-informed artificial intelligence; reinforcement learning; digital twins; optimization and control; trustworthy and explainable AI; edge and federated learning; prognostics and health management; autonomous decision-making; intelligent optimization; fuzzy systems; engineering applications; hybrid intelligent systems; adaptive control; reinforcement learning; optimal control; robot control; model-free adaptive contro; containment control; multi-agent systems
(This special issue belongs to the Section E: Applied Mathematics)
Modeling, Control, and Optimization for Transportation Systems submission deadline 31 Aug 2026 | 4 articles | Viewed by 5243 | Submission Open
Keywords: traffic flow modeling; vehicle dynamics modeling; car-following models; multi-modal transportation modeling; route choice behavior; microsimulation; simulation-based optimization; demand forecasting; adaptive traffic control systems; autonomous vehicle control; cooperative control systems; vehicle-to-infrastructure (V2I) communication; control theory in transportation; optimal routing; energy-efficient routing; parking management optimization; traffic assignment problem
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Recent Advances in Dynamic Equations on Time Scales
edited by Tom Cuchta
submission deadline 31 Aug 2026 | 3 articles | Viewed by 5222 | Submission Open
Keywords: time scale calculus; dynamic equation; difference equation; q-calculus
(This special issue belongs to the Section C1: Difference and Differential Equations)
Diversity Metrics in Combinatorial Problems submission deadline 31 Aug 2026 | 2 articles | Viewed by 5072 | Submission Open
Keywords: diversity metrics; combinatorial optimization; metaheuristics; swarm intelligence; evolutionary algorithms; population diversity; exploration–exploitation balance; adaptive search; reinforcement learning; hybrid algorithms; diversity control; adaptive parameter tuning; diversity-based selection; algorithmic diversity; diversity-guided optimization; stochastic search; diversity indicators; fitness landscape analysis; diversity quantification; diversity in reinforcement learning; combinatorial landscapes; search space exploration; diversity-driven convergence; algorithm robustness; engineering optimization; intelligent systems
(This special issue belongs to the Section E: Applied Mathematics)
Fractional Calculus and Fractional Differential Equations: Theory and Applications
edited by , and Ricardo Abreu-Blaya
submission deadline 31 Aug 2026 | 5 articles | Viewed by 4964 | Submission Open
Keywords: inequalities for fractional operators; fractional Lotka–Volterra equations; fractional reaction–diffusion equations; variable-order fractional differential equations; stochastic fractional differential equations; neural network methods for fractional differential equations
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Mathematical Modeling and Optimization for Business Analytics
edited by Reza Maihami and
submission deadline 31 Aug 2026 | 2 articles | Viewed by 4865 | Submission Open
Keywords: mathematical modeling; business analytics; optimization techniques; decision making; operations research
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Nonlinear Systems: Dynamics, Control, Optimization and Applications in Science and Engineering, 4th Edition
edited by
submission deadline 31 Aug 2026 | 7 articles | Viewed by 4751 | Submission Open
Keywords: stability analysis of discrete and continuous dynamical systems; nonlinear dynamics in biological complex systems; stability and stabilization of stochastic systems; mathematical models in statistics and probability; synchronization of oscillators and chaotic systems; optimization methods of complex systems; reliability modeling and system optimization; computation and control over networked systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Recent Developments in Statistical Signal Processing and Its Applications
edited by
submission deadline 31 Aug 2026 | 1 articles | Viewed by 4339 | Submission Open
Keywords: advanced signal processing theories; multi-sensor information fusion; distributed state estimation; robust state estimation; adaptive state estimation; cyber attack detection and estimation; advanced signal processing applications; integrated navigation; cooperative navigation; simultaneous localization and mapping (SLAM); all-source navigation; unmanned system navigation
(This special issue belongs to the Section E: Applied Mathematics)
Algebra, Ring Theory, and Homological Algebra with Analysis and Applications submission deadline 31 Aug 2026 | 6 articles | Viewed by 4269 | Submission Open
Keywords: rings; algebras; modules; homological algebra; category theory; Hopf algebras; Banach algebras; Hilbert spaces; Jordan algebras; coding theory; cryptography
(This special issue belongs to the Section A: Algebra and Logic)
Computational Fluid Dynamics, 3rd Edition submission deadline 31 Aug 2026 | 2 articles | Viewed by 4056 | Submission Open
Keywords: computational fluid dynamics; numerical methods; turbulence; machine learning; high-performance computing; GPU acceleration; quantum CFD; validation and verification; multiphase flows; applied fluid mechanics
(This special issue belongs to the Section C2: Dynamical Systems)
Extreme Value Theory: Theory, Methodology and Applications
edited by
submission deadline 31 Aug 2026 | 2 articles | Viewed by 3685 | Submission Open
Keywords: spatial and/or temporal process; methodological statistics; nonparametric statistics machine learning; causal inference; regression models; applied probability; graphical models; optimization; data science; applied statistical modelling and simulation
(This special issue belongs to the Section D1: Probability and Statistics)
Dynamical Systems and Complex Systems
edited by
submission deadline 31 Aug 2026 | 2 articles | Viewed by 3240 | Submission Open
Keywords: dynamical systems; complex systems; ergodic systems; chaotic systems
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical Modeling of Complex Entangled Structures submission deadline 31 Aug 2026 | 1 articles | Viewed by 2111 | Submission Open
Keywords: knot theory; knot classification; mathematical modeling; computational topology; applications in biology, chemistry, and physics; periodic entanglements and fabric structures; low-dimensional topology
(This special issue belongs to the Section B: Geometry and Topology)
Advanced Mathematical Methods for Machine Learning in Biomedical Applications
edited by and
submission deadline 31 Aug 2026 | 2 articles | Viewed by 2024 | Submission Open
Keywords: machine learning; biomedical data analysis; computational modeling; multimodal learning; data imbalance; algorithmic fairness; graph neural networks; feature extraction; mathematical methods in biomedicine
(This special issue belongs to the Section E3: Mathematical Biology)
Evolutionary Computation, Optimization, and Their Applications
edited by , Bingchuan Wang, Zhiming Dong and Shaolong Shi
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1965 | Submission Open
Keywords: evolutionary computation; optimization algorithms; multiobjective optimization; large-scale systems; AI-driven applications
(This special issue belongs to the Section E: Applied Mathematics)
Computational Models in Insurance and Financial Mathematics
edited by Linyi Qian and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1918 | Submission Open
Keywords: stochastic optimization in financial risk management; computational methods for insurance modeling; machine learning in financial mathematics; risk assessment models in innovation financing; computational techniques for intellectual property insurance; numerical approaches for pricing and evaluating insurance policies; policy impact analysis using computational models
(This special issue belongs to the Section E5: Financial Mathematics)
Simulation and Control in Engineering: Models, Algorithms, and Applications
edited by Luis Arturo Reyes-Osorio, and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1880 | Submission Open
Keywords: engineering simulation; control systems; mathematical modeling; optimization algorithms; artificial intelligence in control; machine learning for control; modeling and control of autonomous systems; control of multiagent systems
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical and Computational Modelling in Empirical and Applied Science
edited by , and Alberto Lanconelli
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1794 | Submission Open
Keywords: deterministic and stochastic modeling and simulation in empirical and applied sciences; computational methods in natural, social, and applied sciences; artificial intelligence in biomathematics, biomedical imaging, and healthcare applications; mathematical modelling for bioscience data integration; optimization methods for computational system biology; big data analysis and their numerical treatment; computational approaches for multi-omics data; symbolic and numerical computation
Advances in Mathematical Finance and Insurance submission deadline 31 Aug 2026 | 3 articles | Viewed by 1677 | Submission Open
Keywords: mathematical finance; insurance; probability theory; stochastic analysis; mathematical statistics; climate risk; energy risk; fintech and cyber risk
(This special issue belongs to the Section E5: Financial Mathematics)
Complex System Dynamics and Mathematical Biology
edited by Song Feng
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1471 | Submission Open
Keywords: complex biological systems; dynamical systems; nonlinear dynamics; hypergraphs; network science; computational methods; multi-scale modeling; biological networks; mathematical modeling
(This special issue belongs to the Section E3: Mathematical Biology)
Graph-Based Machine Learning Techniques submission deadline 31 Aug 2026 | Viewed by 1470 | Submission Open
Keywords: graph machine learning; graph neural networks (GNNs); message passing neural networks (MPNNs); graph transformers; graph attention networks (GAT); geometric deep learning; graph representation learning; node/edge/graph classification; link prediction; community detection; graph matching and graph kernels; graph similarity search; hypergraphs and hypergraph learning; heterogeneous information networks; dynamic/temporal graphs; knowledge graphs and reasoning; self-supervised graph learning; contrastive learning on graphs; transfer/few-shot learning on graphs; pretraining for graphs; graph generative models; molecular and materials property prediction; drug discovery and molecular design; recommender systems; financial risk and fraud detection; cybersecurity and threat intelligence; mobility, transportation, and traffic networks; power grids and infrastructure networks; scientific discovery on graphs; out-of-distribution generalization (OOD) for graphs; causal and counterfactual inference on graphs; graph anomaly detection; adversarial attacks and robustness in GML; explainability and interpretability for graph models; fairness, ethics, and responsible GML; privacy-preserving and federated graph learning; scalable/billion-scale graph learning; distributed and efficient GML systems; streaming/online and incremental graph learning; graph sampling and mini-batching; evaluation, benchmarks, and reproducibility; open datasets, code, and model cards; Foundation Models with Graphs; graph-augmented RAG and graph prompting; LLM–graph integration and tool use; neurosymbolic and logic-guided GML; energy-efficient and sustainable GML; uncertainty estimation and calibration on graphs; graph databases, querying, and storage systems; combinatorial optimization on graphs
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Evolutionary Algorithms, Optimization, and Data Mining with Applications
edited by
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1284 | Submission Open
Keywords: genetic algorithms; genetic programming; gene expression programming; schema theory; building block; fitness function; system optimization; large language models; differential evolution; hybrid algorithms
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Computational Structural Engineering and Computational Mathematics
edited by and
submission deadline 31 Aug 2026 | Viewed by 1155 | Submission Open
Keywords: computational structural analysis; numerical methods in engineering; algorithmic design; structural optimization; computational fluid dynamics (CFD); data-driven modelling in engineering; machine learning applications in structural engineering; finite element analysis (FEA); high-performance computational engineering; mathematical modelling in civil engineering; stochastic models for structural engineering; nonlinear dynamics in structural systems; computational geomechanics; high-performance computing for simulations; structural dynamics; structural health monitoring
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Geostatistics and Data Analysis: Novel Mathematical Methods and Their Applications
edited by , Weisheng Hou and Shaoqun Dong
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1073 | Submission Open
Keywords: geostatistics; stochastic simulation; multiple-point statistics; spatial–temporal modeling; high-dimensional data analysis; machine learning
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Mathematical Methods for Image Processing and Computer Vision
edited by Hongwei Mo
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1012 | Submission Open
Keywords: image processing; computer vision; mathematical modeling; optimization algorithms; partial differential equations; statistical image analysis; geometric methods; wavelet transforms; variational methods; computational imaging
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Control Systems: Theory and Applications
edited by Paolo Di Giamberardino and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 599 | Submission Open
Keywords: advanced control; machine learning modelling; data-driven control; model predictive
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical Models and Methods of Scheduling Theory, 2nd Edition
edited by
submission deadline 31 Aug 2026 | Viewed by 590 | Submission Open
Keywords: scheduling theory; operation research; mathematics; computer science; management; flow shop scheduling; network problems; machine sequencing problems
(This special issue belongs to the Section E: Applied Mathematics)
Adaptive Dynamic Programming and Intelligent Systems: Theory, Algorithms, and Applications
edited by and Bingchuan Wang
submission deadline 31 Aug 2026 | Viewed by 539 | Submission Open
Keywords: adaptive dynamic programming; intelligent systems; artificial intelligence; reinforcement learning; computational intelligence; autonomous decision-making; control and optimization; intelligent modeling; embodied intelligence; multi-agent systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Learning Algorithms and Optimization: Methods and Applications
edited by
submission deadline 31 Aug 2026 | Viewed by 539 | Submission Open
Keywords: learning algorithms; mathematical optimization; self-supervised learning; real-world applications; large-scale optimization; black-box optimization; algorithm engineering; data-compute efficient learning; adversarial optimization; game-theoretic learning; reinforcement learning; data-driven problem solving; explainable AI (XAI); algorithmic fairness and bias; meta-learning; physics-informed learning; applied machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Mathematical Analysis, Applications and Technologies for IoT Networks Along with Next-Generation IoT and Its Network Security submission deadline 31 Aug 2026 | Viewed by 501 | Submission Open
Keywords: mathematic modelling of IoT networks; next-generation and advanced IoT; IoT network security; multimedia over IoT
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematics-Based Methods in Artificial Intelligence, Pattern Recognition and Deep Learning, 3rd Edition
edited by , Cai Xu and Jinrong Cui
submission deadline 31 Aug 2026 | Viewed by 497 | Submission Open
Keywords: pattern recognition and application; deep learning; artificial intelligence; computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Stochastic Analysis of Random Field Models and Disordered Systems
edited by
submission deadline 31 Aug 2026 | Viewed by 455 | Submission Open
Keywords: stochastic dynamics and avalanche phenomena in random field models; criticality, scaling, and universality in disordered systems; probabilistic approaches to spin glasses, percolation, and related models; fluctuations, finite-size effects, and large deviation analysis; connections between stochastic processes and non-equilibrium phenomena in disordered media; interdisciplinary applications in materials science, neuroscience, and complex networks
(This special issue belongs to the Section D1: Probability and Statistics)
Numerical Methods and Applications for Phase Field Models
edited by Peicheng Zhu
submission deadline 31 Aug 2026 | Viewed by 451 | Submission Open
Keywords: phase-field model; phase-field crystal model; numerical simulations; finite element method; finite difference method; spectral method; machine learning; numerical schemes based up AI technology
(This special issue belongs to the Section C: Mathematical Analysis)
Mathematical Approaches and Computational Techniques for Next-Generation Fuzzy Systems and Intelligent Control submission deadline 31 Aug 2026 | Viewed by 447 | Submission Open
Keywords: fuzzy control systems; multiobjective optimization; mathematical approaches; explainable AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Medical Image Processing
edited by
submission deadline 31 Aug 2026 | Viewed by 437 | Submission Open
Keywords: medical image segmentation; medical image classification; multi-modal fusion; deep learning; computer-aided diagnosis
(This special issue belongs to the Section E3: Mathematical Biology)
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