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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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Computational Intelligence in Communication Networks
edited by Georgi Iliev
submission deadline 20 Jan 2026 | 3 articles | Viewed by 8367 | Submission Open
Keywords: intelligent algorithms for data collection and processing; intelligent methods for data analytics and security; intelligent algorithms for physical layer security; intelligent information transmission techniques; ML and AI for network monitoring and control; intelligent network protocols
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Modeling, Simulation, Control and Optimization in Engineering with Applications, 2nd Edition submission deadline 20 Jan 2026 | 3 articles | Viewed by 6379 | Submission Open
Keywords: control systems; multi-objective optimization; modeling; simulation; optimal control; robustness; stochastic modeling and control; time-varying systems; robust control; adaptative control; model-predictive control; nonlinear control; fuzzy systems; neural networks; numerical methods; fault detection; fault diagnosis; fault tolerance; data-driven control; distributed control systems; evolutionary computation; machine learning; signal processing; sensor fusion and state estimation; system identification
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Signal Processing and Machine Learning in Real-Life Processes submission deadline 20 Jan 2026 | 2 articles | Viewed by 4757 | Submission Open
Keywords: deep learning for image and video signal processing; general time-series analysis; signal processing in genomics; natural language processing for real-time communications; IoT sensor data analysis; machine learning in acoustic signal processing; fault diagnosis and predictive maintenance through signal analysis; biomedical signal processing; machine learning for enhancing wireless communication signals; real-time traffic signal analysis for smart cities
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Methods, Analysis and Applications in Computational Neuroscience
edited by Giovanny Sánchez
submission deadline 20 Jan 2026 | 2 articles | Viewed by 4189 | Submission Open
Keywords: large-scale neural networks; axon and dendrites; neuromorphic architectures; synaptic transmission
(This special issue belongs to the Section E: Applied Mathematics)
Fractional Differential Equations, Inclusions and Inequalities with Applications: 3rd Edition
edited by
submission deadline 20 Jan 2026 | 3 articles | Viewed by 1854 | Submission Open
Keywords: fractional differential equations; fractional differential inclusions; fractional inequalities; boundary value problem; existence
(This special issue belongs to the Section C1: Difference and Differential Equations)
Optimization Theory, Method and Application, 2nd Edition
edited by and
submission deadline 20 Jan 2026 | 3 articles | Viewed by 1531 | Submission Open
Keywords: optimality theory; dual theory; nonsmooth optimization; smoothing method; stochastic approximation method; integer programming; combinatorial optimization; metaheuristics and heuristics; applications
(This special issue belongs to the Section E: Applied Mathematics)
High-Order Numerical Methods and Computational Fluid Dynamics
edited by
submission deadline 20 Jan 2026 | 2 articles | Viewed by 1193 | Submission Open
Keywords: high-order numerical method; computational fluid dynamics; particle-based simulation method; neural network in CFD; numerical schemes and algorithms; high-order hydrodynamics
(This special issue belongs to the Section E4: Mathematical Physics)
Securing Software Through Mathematics and Domain-Specific Knowledge: Innovations and Applications
edited by Wei Zheng and Xiaoxue Wu
submission deadline 20 Jan 2026 | 1 articles | Viewed by 764 | Submission Open
Keywords: domain knowledge graph; software security; vulnerability analysis; security testing; formal methods; AI in cybersecurity; LLMS for software security; LLM security; IoT security; blockchain security; adversarial machine learning
(This special issue belongs to the Section E: Applied Mathematics)
Simulation and Control in Engineering: Models, Algorithms, and Applications
edited by Luis Arturo Reyes-Osorio, and
submission deadline 20 Jan 2026 | Viewed by 641 | 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)
Machine Learning and Graph Neural Networks
edited by
submission deadline 20 Jan 2026 | Viewed by 383 | Submission Open
Keywords: machine learning; graph neural networks; deep learning; Internet of Things; computer vision
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Models and Computational Methods in Engineering: From Finite Element Analysis to Geometric Modeling
edited by
submission deadline 20 Jan 2026 | Viewed by 209 | Submission Open
Keywords: isogeometric analysis (IGA); finite element method (FEM); computational mechanics; mathematical modeling; numerical algorithms; computer-aided geometric design (CAGD); spline-based methods; high-performance computing; engineering applications; simulation and modeling
(This special issue belongs to the Section E: Applied Mathematics)
Applications of Deep Neural Networks in Biomedical Informatics
edited by , Man-Fai Leung and Dan Dai
submission deadline 20 Jan 2026 | Viewed by 182 | Submission Open
Keywords: medical image analysis; precision medicine; explainable AI; multimodal data fusion; healthcare data analysis
(This special issue belongs to the Section E3: Mathematical Biology)
Complex System Dynamics and Mathematical Biology
edited by Song Feng
submission deadline 20 Jan 2026 | Viewed by 180 | 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)
Quantum-Augmented Networks: Foundations, Models and Architecture
edited by Abhishek Parakh and Mahadevan Subramaniam
submission deadline 20 Jan 2026 | Viewed by 137 | Submission Open
Keywords: routing algorithms in quantum– classical hybrid networks; congestion avoidance; security protocols; interoperability issues; multimodal transmission; bandwith optimization; architecture and interfaces; network theory for hybrid systems (topology and information flow); network reliability and fault tolerance; cryptographic protocols; scalability challenges; quantum– classical interfaces; quantum optics and hybrid photonics
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Foundations and Practical Applications of Data Mining and Deep Learning
edited by
submission deadline 20 Jan 2026 | Viewed by 134 | Submission Open
Keywords: mathematical foundations of data mining and deep learning; optimization and statistical learning for AI-driven decision support; probabilistic models and computational methods in AI; graph theory and matrix computations for smart systems; mathematical modeling for automation and process optimization; cryptanalysis; privacy-preserving AI; and secure machine learning; industrial applications of AI in manufacturing; healthcare; and finance
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Mathematics and Intelligent Control in Electrical Engineering submission deadline 30 Jan 2026 | 12 articles | Viewed by 26707 | Submission Open
Keywords: applied mathematics; mathematical modelling; numerical methods; numerical simulation; electrical engineering; electrical machines; electrical drive systems; artificial intelligence; power electronics; industrial applications; special electric drives; control of electric vehicles; energy systems; robotic systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Intelligence in Management Science and Finance
edited by
submission deadline 30 Jan 2026 | 3 articles | Viewed by 16300 | Submission Open
(This special issue belongs to the Section E5: Financial Mathematics)
Stochastic System Analysis and Control
edited by Tianliang Zhang, Xiangyun Lin and Xiushan Jiang
submission deadline 30 Jan 2026 | 7 articles | Viewed by 8543 | Submission Open
Keywords: stochastic modeling; noise analysis; stochastic processes; control strategies; optimization; system analysis; engineering applications; statistical methods; stochastic reinforcement learning; stochastic partial differential equations; practical implementations
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Graph Theory and Applications, 3rd Edition
edited by
submission deadline 30 Jan 2026 | 9 articles | Viewed by 5372 | Submission Open
Keywords: graph theory; biology; computer science; complex and social networks; engineering
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Dynamic Analysis and Decision-Making in Complex Networks
edited by Dun Han
submission deadline 30 Jan 2026 | 4 articles | Viewed by 2435 | Submission Open
Keywords: complex networks; dynamic systems; network decision-making; evolutionary game theory; diffusion and propagation; multi-agent systems; stability and control; network optimization; multilayer networks; data-driven modeling
(This special issue belongs to the Section E: Applied Mathematics)
Current Research in Biostatistics, 2nd Edition submission deadline 30 Jan 2026 | 1 articles | Viewed by 1461 | Submission Open
Keywords: diagnostic models; causal inference; computational biostatistics; measures of association; prognostic models
(This special issue belongs to the Section E3: Mathematical Biology)
Advanced Filtering and Control Methods for Stochastic Systems
edited by Fan Wang and
submission deadline 30 Jan 2026 | 2 articles | Viewed by 981 | Submission Open
Keywords: stochastic systems; networked control systems; Kalman filter and variants; robust control; H-infinity filtering; stochastic optimal control; model predictive control; data-driven estimation; machine learning in control; distributed filtering; fault detection and diagnosis
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Biomechanics and Numerical Analysis: Algorithms and Applications submission deadline 30 Jan 2026 | Viewed by 716 | Submission Open
Keywords: computational biomechanics; numerical analysis in biomechanics; tissue mechanics; prosthesis design and optimization; analysis of biomaterials; passive safety in biomechanics; fatigue analysis in biomechanics; medical robotics in biomechanics; computational models in biomechanics; rehabilitation technologies; algorithmic advancements in biomechanics; vibrations in biomechanics
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Stochastic Differential Equations and Applications
edited by Ioannis S. Stamatiou and Christos P. Kitsos
submission deadline 30 Jan 2026 | 1 articles | Viewed by 622 | Submission Open
Keywords: stochastic differential equations; numerical methods for stochastic differential equations; stochastic processes; mathematical finance
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advances in Control Systems for Intelligent and Resilient Engineering Applications
edited by , , Meisam Babaie and Farhad Salek
submission deadline 30 Jan 2026 | Viewed by 251 | Submission Open
Keywords: intelligent and nonlinear control methods; adaptive and robust control; machine learning in control systems; control applications in industry 4.0/5.0; digital twins and predictive control; cyber– physical and embedded control systems; human-centric and collaborative automation; multi-agent and distributed control; control strategies for renewable energy systems; fuzzy logic; neural networks; and hybrid control techniques
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Low-Quality Multimodal Data Fusion: Methodologies and Applications
edited by , and Boxiang Dong
submission deadline 30 Jan 2026 | Viewed by 220 | Submission Open
Keywords: low-quality multimodal data fusion and analysis; data availability theory for multimodal data; multimodal feature learning; incomplete multimodal data fusion; few-shot cross-modal retrieval; domain adaption and transfer learning; meta learning for low-quality multimodal data; deep neural networks for low-quality multimodal data; graph theory for low-quality multimodal data; knowledge discovery for low-quality multimodal data; AI methods for multimodal data; industrial applications based on low-quality multimodal data fusion; medical applications based on low-quality multimodal data fusion; other advanced applications based on low-quality multimodal data fusion
(This special issue belongs to the Section E: Applied Mathematics)
New Insights in Machine Learning (ML) and Deep Neural Networks
edited by , Yu Liu, Tianyuan Yu and Mingrui Lao
submission deadline 31 Jan 2026 | 5 articles | Viewed by 26224 | Submission Open
Keywords: machine learning; multi-modal models; embodied intelligence; artificial intelligence; deep neural networks (DNNs)
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Fuzzy Decision Theory and Applications, 2nd Edition
edited by and
submission deadline 31 Jan 2026 | 6 articles | Viewed by 15539 | Submission Open
Keywords: fuzzy theory; fuzzy decision theory and method; decision making; multicriteria decision making; group decision making; engineering and scientific applications
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Artificial Intelligence: Deep Learning and Computer Vision submission deadline 31 Jan 2026 | 9 articles | Viewed by 14816 | Submission Open
Keywords: artificial intelligence; deep learning; computer vision; image classification; image segmentation; image restoration; robot or vehicle autonomous navigation; image-based deep reinforcement learning; generative deep models; computational methods for computer vision; intelligent systems; optimization algorithms for computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Switched Systems and Control Theory: Theory and Application
edited by Ben Niu, Yonggui Kao, Yuanxin Li and Xin Wang
submission deadline 31 Jan 2026 | 11 articles | Viewed by 14027 | Submission Open
Keywords: switched system; switched nonlinear MASs; stochastic switched systems; cyber-physical systems; consensus tracking control; intelligent control technique; adaptive control; network attacks
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Dynamic Modeling and Simulation for Control Systems, 3rd Edition
edited by , Gabriel Frumusanu and
submission deadline 31 Jan 2026 | 7 articles | Viewed by 13652 | Submission Open
Keywords: mathematical modeling; numerical simulation; optimization algorithms; control systems; time response analysis; time-delay systems; feedback control; networked control; stochastic control; fault detection; robust control; adaptive control; frequency response analysis; stability analysis; fuzzy logic; data acquisition; neural networks; artificial intelligence; mechanical and electrical interaction; physical engineering design
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Modeling and Numerical Analysis with Applications in Various Fields
edited by Irina G. Nizovtseva
submission deadline 31 Jan 2026 | 10 articles | Viewed by 13434 | Submission Open
Keywords: mathematical modeling; analytical solutions; numerical analysis; aproximation; multiscale problems; stability; convergence; complexity
(This special issue belongs to the Section E: Applied Mathematics)
Machine Learning: Mathematical Foundations and Applications
edited by , Xingsen Li and Yunfa Fu
submission deadline 31 Jan 2026 | 4 articles | Viewed by 12549 | Submission Open
Keywords: machine learning; efficient computation in large-scale ML; mathematical optimization; PINNS; LLM; GNNs; Markov random fields in probabilistic graphical models; hyperparameter tuning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Data Hiding, Steganography and Its Application
edited by and
submission deadline 31 Jan 2026 | 5 articles | Viewed by 11047 | Submission Open
Keywords: steganography; steganalysis; watermarking; data hiding; multimedia; social nnetwork; image processing
(This special issue belongs to the Section E: Applied Mathematics)
Chaotic Systems and Their Applications, 2nd Edition
edited by and
submission deadline 31 Jan 2026 | 6 articles | Viewed by 10901 | Submission Open
(This special issue belongs to the Section C2: Dynamical Systems)
The Delay Differential Equations and Their Applications
edited by Hebatallah J. Alsakaji and
submission deadline 31 Jan 2026 | 4 articles | Viewed by 9188 | Submission Open
Keywords: bifurcation; fractional-order; epidemic models; Lyapunov functionals; predator– prey model; sensitivity; stability; stationary distribution; stochastic perturbations; time delays
(This special issue belongs to the Section C1: Difference and Differential Equations)
Finite-Time/Fixed-Time Stability and Control of Dynamical Systems
edited by and
submission deadline 31 Jan 2026 | 7 articles | Viewed by 8860 | 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 Nonlinear Analysis: Theory, Methods and Applications
edited by Ivan P. Jordanov
submission deadline 31 Jan 2026 | 6 articles | Viewed by 8600 | Submission Open
Keywords: complex systems; mathematical modelling; agent models; nonlinear dynamics; nonlinear PDEs; nonlinear analysis; mathematical economics; financial mathematics
(This special issue belongs to the Section E: Applied Mathematics)
Financial Mathematics, 3rd Edition
edited by
submission deadline 31 Jan 2026 | 3 articles | Viewed by 8012 | Submission Open
Keywords: financial mathematics; bonds and interest rates dynamics; asset allocation and portfolio theory; derivatives and option pricing; credit and sovereign risks; socially responsible investments; performance evaluation of mutual funds; data envelopment analysis; machine learning algorithms; neural networks
(This special issue belongs to the Section E5: Financial Mathematics)
Machine Learning and Statistical Learning with Applications
edited by , Zecheng Zhang and
submission deadline 31 Jan 2026 | 3 articles | Viewed by 7483 | Submission Open
Keywords: ML and SL model algorithm developments; ML and SL applications for predictive science and engineering; physics-informed neural network model development and applications; operator learning model development and applications; ML algorithms and approaches to handling out-of-distribution; data imbalance; data fusion; etc.; federated learning algorithm development and applications; differential privacy-based ML algorithm development and applications; uncertainty quantification for ML and SL algorithms and applications; large-language model development and applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Formal Methods in Computer Science: Theory and Applications
edited by Asieh Salehi Fathabadi
submission deadline 31 Jan 2026 | 4 articles | Viewed by 5972 | Submission Open
Keywords: formal software engineering; theorem proving; application of formal methods; formal verification; model checking; mathematical logic; formal specification/semantics; modeling languages; safety-critical systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Statistics, Data Analysis and Applications
edited by Shanshan Wang
submission deadline 31 Jan 2026 | 4 articles | Viewed by 5654 | Submission Open
Keywords: statistical models and algorithms; renewable estimation; data visualization; complex data analytics; machine learning; data analysis and applications; computational statistics; forecasting and time series analysis; censored data analysis and applications
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Method for Artificial Intelligence and Mobile Edge Computing
edited by and Yao Zhang
submission deadline 31 Jan 2026 | 2 articles | Viewed by 5642 | Submission Open
Keywords: artificial intelligence; mobile edge computing; deep-learning algorithm; framework design and optimization; networking architectures
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical and Computational Methods in Financial and Risk Forecasting
edited by , Shu-Ping Lin and
submission deadline 31 Jan 2026 | 2 articles | Viewed by 5393 | Submission Open
Keywords: machine learning; cryptocurrency; financial risk forecasting; derivative pricing; portfolio optimization; computational finance; artificial intelligence; intelligent banking and finance; digital asset management
(This special issue belongs to the Section E5: Financial Mathematics)
Numerical Methods Applied to Mathematical Problems submission deadline 31 Jan 2026 | 4 articles | Viewed by 4471 | Submission Open
Keywords: computational mathematics; error analysis; interval analysis; numerical algorithms; numerical analysis; numerical methods; numerical stability; optimization; ordinary differential equations; partial differential equations
(This special issue belongs to the Section E: Applied Mathematics)
New Advances in Nonlinear Dynamics Theory and Applications
edited by , and
submission deadline 31 Jan 2026 | 4 articles | Viewed by 4407 | Submission Open
Keywords: nonlinear dynamics theory and its applications; differential equations and difference equations; chaotic systems; mathematical modeling of complex systems and networks; optimization; balance; and stability analysis; nonlinear circuits and memristors; system synchronization and control
(This special issue belongs to the Section C2: Dynamical Systems)
Application of Mathematical Analysis and Theory to Robotics submission deadline 31 Jan 2026 | 1 articles | Viewed by 4156 | Submission Open
Keywords: higher-order kinematics; Lie algebra; screw theory; Euclidean group; polynomial equation reduction; elimination methods in kinematics; path planning trajectory; symbolic computation; closed-form solutions; topology optimization; software development; robot stability; computational geometry in robotics; robot singularities; parametrization; synthesis; Monte Carlo methods
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Models for Data Privacy in Blockchain-Enabled Systems submission deadline 31 Jan 2026 | 1 articles | Viewed by 4081 | Submission Open
Keywords: data privacy; blockchain; distributed systems; smart contracts; secure data sharing; cryptographic models; differential privacy; federated learning; game theory; Internet of Things; supply chain security; financial systems; mathematical modeling
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Machine Learning and Graph Neural Networks
edited by , and Sebastián Salazar-Colores
submission deadline 31 Jan 2026 | 3 articles | Viewed by 3970 | Submission Open
Keywords: machine learning (ML); graph neural networks (GNNs); engineering solutions; optimization; biomedical applications; decision-making processes; visual analysis; pattern detection; electrical systems; energy system efficiencies
(This special issue belongs to the Section E: Applied Mathematics)
Spectral Theory of Tensors, Tensor (Rank) Decompositions, and Their Applications
edited by Tan Zhang and Shenglong Hu
submission deadline 31 Jan 2026 | 4 articles | Viewed by 3967 | Submission Open
Keywords: tensor eigenvalues; tensor ranks; tensor decompositions; spectral hypergraph theory; positive semi-definite programming; higher-order Markov chains
(This special issue belongs to the Section A: Algebra and Logic)
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