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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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Nonlinear Dynamics and Control Theory
edited by Juan L. Mata-Machuca
submission deadline 30 Jun 2026 | 1 articles | Viewed by 705 | Submission Open
Keywords: analysis of nonlinear dynamics; modeling of nonlinear systems; nonlinear observers; nonlinear controllers; estimation; stabilization; parameter identification; chaotic systems; fractional-order systems; applications of control theory
(This special issue belongs to the Section C2: Dynamical Systems)
Innovative Methods in Financial Modeling: From Econometrics to Entropy
edited by
submission deadline 30 Jun 2026 | 1 articles | Viewed by 699 | Submission Open
Keywords: financial mathematics; econometrics; time series analysis; entropy; financial networks; data-driven financial methods
(This special issue belongs to the Section E5: Financial Mathematics)
Cryptography, Data Security, and Cloud Computing
edited by Yujue Wang
submission deadline 30 Jun 2026 | 1 articles | Viewed by 666 | Submission Open
Keywords: post-quantum cryptography; encryption; digital signature; privacy protection; authentication; cloud security; cloud access control; homomorphic encryption; secure multi-party computation; intrusion detection systems; edge-cloud security; zero-trust architectures; AI-driven threat modeling; blockchain for data integrity; lightweight authentication
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Optimization-Aware Explainable Machine Learning: Algorithms, Metrics and Applications
edited by
submission deadline 30 Jun 2026 | 1 articles | Viewed by 563 | Submission Open
Keywords: optimization-aware machine learning; explainable artificial intelligence; model interpretability; explanation stability; multi-objective optimization; model selection strategies; trustworthy artificial intelligence; interpretability metrics; stakeholder-aligned explanations; decision support systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Deep Learning and Generative AI for Wireless Communications
edited by Yuyi Mao and Xianghao Yu
submission deadline 30 Jun 2026 | Viewed by 543 | Submission Open
Keywords: 6G network; wireless communication; deep learning; generative ai; semantic communications; goal-oriented communication; native AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Logic and Category Theory with Applications
edited by and Walter Carnielli
submission deadline 30 Jun 2026 | Viewed by 493 | Submission Open
Keywords: category theory; topos theory; model theory; theoretical computer science; non classical logics; algebraic logic; universal algebra; hypercompositional algebra; commutative algebra; smooth commutative algebra
(This special issue belongs to the Section A: Algebra and Logic)
Advances in Topology Optimization for Advanced Manufacturing
edited by Marjan Molavi-Zarandi and Ali Bonakdar
submission deadline 30 Jun 2026 | Viewed by 453 | Submission Open
Keywords: topology optimization; advanced manufacturing; additive manufacturing; computational design; manufacturable design; multi-material optimization; functionally graded or lattice structures; multi-physics numerical modelling
(This special issue belongs to the Section E: Applied Mathematics)
Mathematics Applications of Neural Networks for Biological and Medical Processing
edited by Weihang Zhang and
submission deadline 30 Jun 2026 | Viewed by 445 | Submission Open
Keywords: neural networks in medical applications; medical data processing; mathematical modeling in biomedicine; disease diagnosis or prediction through machine learning; deep learning in medical applications; medical signal and image analysis; theoretical analysis of neural networks in biomedicine; multimodal data integration in biomedicine
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Mathematics in Information Systems and Processing
edited by Deyun Wei
submission deadline 30 Jun 2026 | Viewed by 388 | Submission Open
Keywords: fractional fourier transform; sparse fourier transform; sparse fractional fourier transform; graph fourier transform; graph sampling; graph neural network; linear canonical transform; compressive sensing; fast fourier transform; sampling theory; sparse representation
(This special issue belongs to the Section E: Applied Mathematics)
New Advances in Complex Networks with Applications
edited by
submission deadline 30 Jun 2026 | Viewed by 387 | Submission Open
Keywords: complex networks; network dynamics; multilayer networks; network resilience; community detection; graph neural networks; temporal networks; network controllability; network embedding; higher-order interactions; network science applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Statistical and Machine Learning Methods for High-Dimensional and Big Data Analysis
edited by Reza Arabi Belaghi
submission deadline 30 Jun 2026 | Viewed by 375 | Submission Open
Keywords: machine learning; big data analytics; statistical modeling; deep learning; bayesian inference; optimization algorithms; explainable  AI; high-dimensional data; computational mathematics for machine learning                
(This special issue belongs to the Section E: Applied Mathematics)
Stability Analysis of Fractional Systems, 3rd Edition submission deadline 30 Jun 2026 | Viewed by 337 | Submission Open
Keywords: fractional dynamical systems; fractional differential systems; stability; fractional derivatives and integrals
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advances in Multivariate Statistical Models: Approaches and Applications for Continuous Data
edited by Filidor Edilfonso Vilca-Labra and Camila Zeller
submission deadline 30 Jun 2026 | Viewed by 322 | Submission Open
Keywords: estimation; asymptotic properties; goodness of fit; multivariate data analysis; kurtosis; maximum likelihood; regression model; diagnostic analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Advanced Mathematical Models in Engineering Design Optimization
edited by Jin Yi and Wei Xia
submission deadline 30 Jun 2026 | Viewed by 302 | Submission Open
Keywords: design optimization; multi-fidelity surrogate modeling; physical-informed neural networks; generative design; digital twins
(This special issue belongs to the Section E: Applied Mathematics)
Computational Methods and Applications of Neural Networks
edited by Wuman Luo
submission deadline 30 Jun 2026 | Viewed by 294 | Submission Open
Keywords: deep learning; neural networks; representation learning; learning theory; optimization; probabilistic methods; artificial intelligence for sciences
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Foundations and Advanced Applications of Machine Learning in Image Processing and Computer Vision
edited by and
submission deadline 30 Jun 2026 | Viewed by 292 | Submission Open
Keywords: image classification; segmentation; and object detection; scene understanding and semantic segmentation; image enhancement and restoration; 3D reconstruction and depth estimation; visual tracking and video analysis; generative models (GANs; diffusion models) for image synthesis; medical image analysis and diagnostic tools; edge AI and deployment in resource-constrained environments; explainability and interpretability in vision models; multimodal approaches integrating visual and textual or sensor data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
The Mathematics of Uncertainty in Game Theory
edited by , Maria Romaniello and Alba Roviello
submission deadline 30 Jun 2026 | Viewed by 282 | Submission Open
Keywords: game theory; ambiguity; imprecise probabilities; noncooperative games; psychological games; general equilibrium; insurance mathematics
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modeling in Computational Biology and Bioinformatics
edited by
submission deadline 30 Jun 2026 | Viewed by 279 | Submission Open
Keywords: mathematical models in biology; biomathematics; computational biology; bioinformatics; molecular evolution; population biology; proteomics; evolutionary genomics; mathematical epidemiology; mathematical models in physiology; symmetry and scaling; complex systems; algebraic models; microbiota stability    
(This special issue belongs to the Section E3: Mathematical Biology)
Research on Reaction–Diffusion Equations and Population Dynamics
edited by Hua Nie
submission deadline 30 Jun 2026 | Viewed by 275 | Submission Open
Keywords: reaction– diffusion model; population dynamics; spatial heterogeneity; biological invasion; predator-prey model; competition model; chemostat; coexistence; stability; pattern formation
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical Optimization Methods in Image Processing
edited by
submission deadline 30 Jun 2026 | Viewed by 271 | Submission Open
Keywords: image processing; convex and non-convex optimization; stochastic optimization; computational efficiency; heuristic algorithms; convergence analysis; non-smooth optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Coding Theory and Cryptography, 3rd Edition
edited by and
submission deadline 30 Jun 2026 | Viewed by 258 | Submission Open
Keywords: encryption; verifiable computing; cryptographic protocols; coding theory; blockchain; cloud security; digital twins; edge computing; threat and attack; machine learning
(This special issue belongs to the Section E: Applied Mathematics)
Recent Advances in Nonlinear Dynamics: Chaos, Synchronization, and Their Theoretical and Practical Applications
edited by Runfa Zhang, Zhongzhou Lan and Jianguo Liu
submission deadline 30 Jun 2026 | Viewed by 252 | Submission Open
Keywords: hemorheology; Hirota bilinear method; chaos; synchronization; integrable system; Lattice Boltzmann method; mathematical physics; matter waves; neural network; nonlinear optics and photonics; nonlinear partial differential equations; nonlinear waves; symbolic computation; solitons; hemodynamics
(This special issue belongs to the Section C2: Dynamical Systems)
Categorification and Representation Theory in Lie Theory
edited by Linliang Song
submission deadline 30 Jun 2026 | Viewed by 241 | Submission Open
Keywords: categorification; representation theory; Lie theory; quantum groups; flag varieties
(This special issue belongs to the Section A: Algebra and Logic)
Advances in Multi-View Clustering: Theory, Algorithms, and Applications
edited by
submission deadline 30 Jun 2026 | Viewed by 238 | Submission Open
Keywords: multi-view clustering; multi-modal learning; deep embedding; transformer; adversarial learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Bio-Inspired Optimization and Computational Intelligence in Complex Systems submission deadline 30 Jun 2026 | Viewed by 234 | Submission Open
Keywords: bio-inspired computing; swarm intelligence; intelligent computing; intelligent embedded systems; fuzzy logic control; evolutionary algorithms; nature-inspired optimization; complex systems; hybrid intelligent systems; computational intelligence; machine learning for optimization; adaptive systems; soft computing; metaheuristic algorithms; real-time intelligent systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
From Theory to Impact: Applications of Fuzzy Sets and Metaheuristic Algorithms submission deadline 30 Jun 2026 | Viewed by 217 | Submission Open
Keywords: fuzzy sets; intuitionistic fuzzy sets; metaheuristic algorithms; hybrid algorithms; modelling; optimization; control; data mining; uncertainty management; forecasting
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Quantitative Methods in Digital Finance submission deadline 30 Jun 2026 | Viewed by 216 | Submission Open
Keywords: digital finance; fintech; quantitative methods; cryptocurrency modeling; blockchain technology; decentralized finance; machine learning; automated market makers; portfolio optimization
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical Programming, Optimization and Applications
edited by
submission deadline 30 Jun 2026 | Viewed by 215 | Submission Open
Keywords: mathematical programming; optimization algorithms; large-scale optimization; stochastic programming; robust optimization; integer programming; multi-objective optimization; operations research; machine learning optimization; applied optimization
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Application of Computer Vision and Image Processing with Machine Learning and Mathematical Methods
edited by
submission deadline 30 Jun 2026 | Viewed by 194 | Submission Open
Keywords: computer vision; image processing; machine learning; deep learning; mathematical modeling; pattern recognition
(This special issue belongs to the Section E: Applied Mathematics)
Analysis, Optimization, and Control in Partial Differential Equations
edited by
submission deadline 30 Jun 2026 | Viewed by 192 | Submission Open
Keywords: boundary-value problems; control theory and computation; control of partial differential equations; output regulation theory for infinite-dimensional systems; mathematical theory of artificial intelligence
(This special issue belongs to the Section C1: Difference and Differential Equations)
Numerical Methods and Applications in Fluid Mechanics submission deadline 30 Jun 2026 | Viewed by 178 | Submission Open
Keywords: computational fluid dynamics (CFD); turbulence modeling; multiphase flow; numerical schemes; alternative numerical methods for fluid flow modelling; adaptive mesh refinement; high-performance computing; numerical stability and accuracy
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Towards Reliable and High-Performance Monitoring and Control of Embodied Autonomous Systems
edited by Yi Lyu, Xuexi Zhang and
submission deadline 30 Jun 2026 | Viewed by 171 | Submission Open
Keywords: supervisory control; communication delays and losses; Petri net; knowledge graph construction; reinforcement learning; feedback control; monitoring technique; large language models (LLMs); domain knowledge; guided generation; data quality; fault diagnosis; remaining useful life prediction; cyber– physical systems monitoring; high-performance control; embodied autonomous systems; reliable monitoring and control; event-triggered scheme; synchronization control; multi-objective routing planning problem; deep reinforcement learning
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Recent and Innovative Advances in the Modeling, Control, and Estimation of Time-Delay Systems in Sciences and Engineering submission deadline 30 Jun 2026 | Viewed by 167 | Submission Open
Keywords: dynamical systems; time-delay systems; delayed controllers; industrial applications; stability and stabilization of systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Foundations and New Advances in Deep Learning Applications
edited by and Geon Woo Lee
submission deadline 1 Jul 2026 | 2 articles | Viewed by 1810 | Submission Open
Keywords: mathematical methods in deep learning for speech processing; algorithms for computer vision applications; machine vision and optimization for industrial automation; advances in natural language processing: models and algorithms; deep learning and mathematical modeling in IoT systems; real-time audio and video analysis through neural network algorithms; optimization in edge computing and intelligent IoT devices; mathematical techniques for sensor data analysis in smart environments; cross-disciplinary deep learning applications in healthcare; finance; and security; novel neural network architectures for multi-modal data processing; adaptive systems and machine learning: theoretical foundations; semantic analysis; knowledge representation; and algorithmic approaches; deep learning for smart cities and surveillance systems: algorithmic innovations; usability and user interaction optimization in AI-driven interfaces; evaluation frameworks and methodologies for deep learning-based systems; emerging trends in AI-driven automation: mathematical and algorithmic perspectives
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Plasma Physics
edited by Nikos Kallinikos
submission deadline 1 Jul 2026 | 1 articles | Viewed by 1389 | Submission Open
Keywords: magnetic confinement; neoclassical transport; magnetic islands; flux surfaces; guiding center; energetic particles; Hamiltonian methods; MHD equilibria; Grad– Shafranov equation; plasma waves; variational techniques; magnetic reconnection; divertors; magnetic coils; stellarators
(This special issue belongs to the Section E4: Mathematical Physics)
Safe, Trustworthy and Ethical Artificial Intelligence: Theory and Applications
edited by Chi Liu and Sheng Shen
submission deadline 1 Jul 2026 | Viewed by 351 | Submission Open
Keywords: artificial intelligence (AI); trustworthiness; ethics; safety; transparency; bias; accountability; privacy; governance; sustainability
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Harmonic Analysis and Modern Methods in Partial Differential Equations
edited by
submission deadline 1 Jul 2026 | Viewed by 299 | Submission Open
Keywords: integral transforms; pseudo-spectral methods; evolution equations; nonlinear systems; solitons
(This special issue belongs to the Section C: Mathematical Analysis)
Mathematical Methods and Statistics for Economics, Actuarial Science and Finance
edited by
submission deadline 10 Jul 2026 | 3 articles | Viewed by 6687 | Submission Open
Keywords: econometrics; financial mathematics; actuarial modeling; mathematical economics; quantitative finance; statistical analysis and modeling; time series analysis; optimization techniques; machine learning in finance; big data analytics for economic and financial applications
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical and Artificial Intelligence Applications in Network Information Security and Network Traffic Processing
edited by and Guangjie Liu
submission deadline 10 Jul 2026 | 1 articles | Viewed by 1865 | Submission Open
Keywords: mathematical modeling; network security; encrypted traffic analysis; AI/ML applications; anomaly detection; cybersecurity analytics; network traffic optimization; IoT security; deep learning; machine learning; cryptography; network performance analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Dynamic Flow Models, 2nd Edition submission deadline 10 Jul 2026 | 2 articles | Viewed by 1701 | Submission Open
Keywords: mathematical models; newtonian fluids and non-newtonian fluids; unsteady and steady flows; dynamic flow applications; geodynamic models; numerical simulations
(This special issue belongs to the Section C2: Dynamical Systems)
Next-Generation Quantum Security: Algorithms, Cryptography, and Computational Breakthroughs
edited by and
submission deadline 10 Jul 2026 | 1 articles | Viewed by 1592 | Submission Open
Keywords: post-quantum cryptography; cryptographic implementation; protocol security; security architectures; date security; homomorphic encryption; machine learning and ai security; privacy technologies and mechanisms; embedded systems security; side-channel analysis; attacks and defense; hardware security; intrusion detection and prevention        
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advance in Algebraic Structures and Representation Theories
edited by
submission deadline 10 Jul 2026 | 1 articles | Viewed by 1106 | Submission Open
Keywords: representations; cohomology; algebraic groups; finite groups of Lie types; Lie algebras; and quantum groups
(This special issue belongs to the Section A: Algebra and Logic)
Advancements in Privacy-Preserving Collaborative Learning for Graphs
edited by Zhenzhen Xie
submission deadline 10 Jul 2026 | Viewed by 255 | Submission Open
Keywords: collaborative learning; graph learning; privacy
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Interdisciplinary Modeling of Socio-Economic Behavior: From Theory to Applications
edited by and Eleonora Muzzupappa
submission deadline 10 Jul 2026 | Viewed by 230 | Submission Open
Keywords: economic growth; financial modelling; population dynamics; game theory; evolutionary and mean-field games; statistical dynamics; kinetic theory
(This special issue belongs to the Section E5: Financial Mathematics)
Statistical and Stochastic Models in Epidemiology
edited by Babak Jamshidi
submission deadline 10 Jul 2026 | Viewed by 227 | Submission Open
Keywords: infectious disease dynamics; stochastic modelling; epidemiological models; bayesian inference; predictive machine learning methods
(This special issue belongs to the Section D1: Probability and Statistics)
Geometry Meets PDE: Analysis and Applications
edited by
submission deadline 15 Jul 2026 | 1 articles | Viewed by 598 | Submission Open
Keywords: geometric analysis; geometric flows; curvature equations; conformal geometry; riemannian geometry; complex geometry; elliptic PDEs; general relativity; geometric topology
(This special issue belongs to the Section B: Geometry and Topology)
Nonlinear Wave Dynamics: Theories and Applications
edited by Lei Liu
submission deadline 15 Jul 2026 | Viewed by 197 | Submission Open
Keywords: nonlinear wave; soliton; rogue wave; Riemann– Hilbert problem; numerical computation
(This special issue belongs to the Section C2: Dynamical Systems)
Machine Learning with Applications to Image Process and Computer Vision
edited by Chenyang Wang
submission deadline 15 Jul 2026 | Viewed by 187 | Submission Open
Keywords: deep learning; machine learning; computer vision; image processing; optimization theory; evolutionary computation; probabilistic models; generative models
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Mathematical Modeling for Insurance and Risk Management
edited by
submission deadline 15 Jul 2026 | Viewed by 181 | Submission Open
Keywords: actuarial science; capital allocation; insurance economics; peer-to-peer networks; reinsurance; risk measures; risk sharing
(This special issue belongs to the Section E5: Financial Mathematics)
New Advances in Network and Edge Computing
edited by Miaojiang Chen, and Wenjing Xiao
submission deadline 17 Jul 2026 | 5 articles | Viewed by 7671 | Submission Open
Keywords: edge computing; deep learning; 5G; next-generation communication networks; applied ML/DL
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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