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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 and Computational Modeling in Biology and Medicine
edited by
submission deadline 31 Oct 2026 | Viewed by 625 | Submission Open
Keywords: deterministic models; stochastic models; discrete models; continuous models; multiscale models; population models; epidemic models; kinetic models; active particles; machine learning; models with delay
(This special issue belongs to the Section E3: Mathematical Biology)
Data-Driven Artificial Intelligence, Optimization and Related Applications in Materials Science submission deadline 31 Oct 2026 | Viewed by 600 | Submission Open
Keywords: data-driven artificial intelligence; machine learning in materials science; mathematical optimization; physics-informed learning; materials design and discovery; inverse problems; uncertainty quantification; multiscale modeling; surrogate modeling; reduced-order models; numerical methods; computational materials science; AI-assisted simulation; data-driven modeling; digital twin model
(This special issue belongs to the Section E: Applied Mathematics)
Optimization and Decision Analytics in Transportation System Management
edited by
submission deadline 31 Oct 2026 | 1 articles | Viewed by 592 | Submission Open
Keywords: transportation system management; operations research; mathematical optimization; optimal control; stochastic programming; robust optimization; game theory; network flow and graph models; multi-agent decision making; sustainable transportation operations
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advanced Mathematical Methods in Electrical Engineering: Theory and Applications
edited by
submission deadline 31 Oct 2026 | Viewed by 486 | Submission Open
Keywords: ampacity computation; dynamic model; electric power component; hotspot; numerical modeling; renewable energy source; steady-state model
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Representation Learning for Computer Vision and Pattern Recognition, 2nd Edition
edited by and
submission deadline 31 Oct 2026 | Viewed by 479 | Submission Open
Keywords: representation learning; computer vision; pattern recognition; metric learning and kernel learning; multi-view/multi-modal learning; robust representation and coding; domain transfer learning; learning under low-quality media data; efficient vision transformer; deep learning and its applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in PDEs, Infinite-Dimensional Dynamical Systems and Numerical Dynamics
edited by , and Rodiak Figueroa-López
submission deadline 31 Oct 2026 | Viewed by 464 | Submission Open
Keywords: PDEs; stochastic PDEs; numerical discretization; infinite-dimensional dynamical systems; long-time behavior of solutions; attractors; invariant measures; nonlinear stability; bifurcation theory
(This special issue belongs to the Section C2: Dynamical Systems)
Advanced Evolutionary Game Theory
edited by and Qi Su
submission deadline 31 Oct 2026 | Viewed by 462 | Submission Open
Keywords: evolutionary game theory; evolutionary dynamics; social dilemmas; social evolution; network science; agent-based simulation; replicator dynamics; evolutionary graph theory; artificial intelligence; large language models
(This special issue belongs to the Section C2: Dynamical Systems)
Bioinspired Intelligent Algorithms for Optimization, Modeling and Control: Theory and Applications, 3rd Edition
edited by
submission deadline 31 Oct 2026 | Viewed by 432 | Submission Open
Keywords: bioinspired intelligent algorithms for modeling; bioinspired intelligent algorithms for control; bioinspired intelligent algorithms for fault detection and diagnosis; bioinspired intelligent algorithms for cyber–physical systems; bioinspired intelligent algorithms for optimization; data-driven bioinspired intelligent algorithms; deep learning bioinspired intelligent algorithms; mathematical analysis of bioinspired intelligent algorithms; bioinspired intelligent algorithms applications to robotics, dynamic systems, complex networks, classification, forecasting, biomedical systems, energy systems, industry, transportation, mechatronics, and others
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Machine Learning on Big Data: From Statistical Learning to Probabilistic Modeling
edited by Ching-Shih Tsou and Duxin Chen
submission deadline 31 Oct 2026 | Viewed by 408 | Submission Open
Keywords: deep learning; generative modeling; graph neural networks; reinforcement learning; multi-agent systems; AI-driven optimization; Bayesian optimization; uncertainty quantification
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Stochastic Operations Research and Queueing Theory submission deadline 31 Oct 2026 | Viewed by 390 | Submission Open
Keywords: queueing theory; stochastic processes; applied probability; Markov chains; renewal theory; reliability modeling; operations research; performance analysis; mathematical modeling; optimization techniques
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Recent Advances in Nonlinear Control for Dynamic Systems submission deadline 31 Oct 2026 | Viewed by 374 | Submission Open
Keywords: nonlinear control; robust control; parametric uncertainties; sliding mode control; adaptive control; machine learning; stability analysis; mathematical modeling; dynamical systems; numerical simulation; real-time simulation
(This special issue belongs to the Section E: Applied Mathematics)
Exploring Statistical Learning: Inference, Optimization, and Real-World Applications, 2nd Edition
edited by Carmela Iorio
submission deadline 31 Oct 2026 | Viewed by 369 | Submission Open
Keywords: statistical learning; inference; optimization; real-world applications; data analysis; predictive modeling; machine learning; supervised learning; unsupervised learning; deep learning; computational statistics; model evaluation; decision-making; data-driven solutions
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Optimization Models for Supply Chain, Planning, Scheduling and Transportation
edited by
submission deadline 31 Oct 2026 | Viewed by 361 | Submission Open
Keywords: optimization; operations research; machine learning; supply chain; planning; scheduling; manufacturing; transportation systems/logistics
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Perspectives on Generalization and Optimization in Machine Learning
edited by
submission deadline 31 Oct 2026 | Viewed by 351 | Submission Open
Keywords: machine learning theory; generalization; optimization; mathematical foundations of AI; explainable artificial intelligence
(This special issue belongs to the Section E: Applied Mathematics)
Macroeconomics, Monetary Economics and Applied Econometrics
edited by Joseph G. Pearlman
submission deadline 31 Oct 2026 | Viewed by 350 | Submission Open
Keywords: macroeconomics; mathematical models; economic growth; conventional econometric methods; integrated stochastic processes
(This special issue belongs to the Section E5: Financial Mathematics)
Learning to Optimize in Intelligent Systems Processes
edited by
submission deadline 31 Oct 2026 | Viewed by 344 | Submission Open
Keywords: learning to optimize (L2O); intelligent systems optimization; production and scheduling optimization; heuristic and metaheuristic search; smart manufacturing systems; real-time control and task scheduling; sustainable and energy-efficient operations
(This special issue belongs to the Section E: Applied Mathematics)
Modern Regularity and Covering Properties in Fuzzy Topological Spaces submission deadline 31 Oct 2026 | Viewed by 342 | Submission Open
Keywords: fuzzy topology; intuitionistic fuzzy topology; neutrosophic topology; covering properties; separation properties
(This special issue belongs to the Section B: Geometry and Topology)
Low-Altitude System Intelligence
edited by and Zhi Li
submission deadline 31 Oct 2026 | Viewed by 337 | Submission Open
Keywords: low-altitude system; unmanned systems; autonomous navigation; cooperative control; intelligent theory; information-aware communication; brain-inspired intelligence; theories and applications
(This special issue belongs to the Section E: Applied Mathematics)
Deep Learning Methods Applied to Big Data Analysis
edited by Zhong Xiang
submission deadline 31 Oct 2026 | Viewed by 327 | Submission Open
Keywords: deep learning; big data analytics; neural networks; multimodal data fusion; explainable artificial intelligence (XAI); self-supervised learning; federated learning; high-dimensional data analysis; scalable machine learning; intelligent data-driven systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Latest Applications of Artificial Intelligence in Control Systems
edited by Staniša Perić
submission deadline 31 Oct 2026 | Viewed by 320 | Submission Open
Keywords: artificial intelligence in control systems; learning-based and data-driven control; stability and robustness analysis; adaptive and intelligent control; mathematical methods for dynamical systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Applied Mathematics in Engineering Problems and Topology Optimization
edited by and
submission deadline 31 Oct 2026 | Viewed by 320 | Submission Open
Keywords: mathematical modeling; structural optimization; efficient solving; gradient algorithms; data-driven and processing; data mining
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Cyber-Physical Systems: Modeling, Control, and Applications
edited by Xiaobin Gao and
submission deadline 31 Oct 2026 | Viewed by 319 | Submission Open
Keywords: cyber-physical systems (CPSs); control and state estimation; privacy-preserving; real-time systems; networked control systems; industrial internet of things (IIoT); smart grids; autonomous systems; security and resilience; collaborative robotics
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Methods for Control and Signal Processing: Theory and Applications submission deadline 31 Oct 2026 | Viewed by 281 | Submission Open
Keywords: mathematical methods; characterization and modeling; monitoring and diagnosing; control methodologies; control systems; signal processing; real-time systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Applications of Artificial Intelligence, Machine Learning and Data Science, 2nd Edition
edited by Yufeng Yu, Guoxia Xu, and
submission deadline 31 Oct 2026 | Viewed by 278 | Submission Open
Keywords: machine learning; deep learning; data mining; computer vision; artificial intelligence; image processing; pattern recognition
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Methods and Applications for Cryptography, Network and IoMT Security submission deadline 31 Oct 2026 | Viewed by 273 | Submission Open
Keywords: cryptographic agility; post-quantum cryptography; network security; IoMT security; privacy-preserving protocols; blockchain-based security; intrusion detection and prevention systems; lightweight cryptography; zero trust architecture
(This special issue belongs to the Section E: Applied Mathematics)
Information Fusion and Intelligent Decision Reasoning Under Uncertainties
edited by Luyuan Chen
submission deadline 31 Oct 2026 | Viewed by 257 | Submission Open
Keywords: information fusion; intelligent decision reasoning; uncertainty theory; uncertainty reasoning
(This special issue belongs to the Section E: Applied Mathematics)
Evolutionary Computation and Advanced Network Inference for Complex Systems Modeling
edited by
submission deadline 31 Oct 2026 | Viewed by 247 | Submission Open
Keywords: evolutionary computation; advanced network inference; complex systems modeling; graph neural networks; evolutionary reinforcement learning; genetic algorithms/genetic programming/neuroevolution; high-dimensional inference
(This special issue belongs to the Section D: Statistics and Operational Research)
Fuzzy Logic and Bio-Inspired Computing and Algorithms: Mathematical Foundations and Modern Applications submission deadline 31 Oct 2026 | Viewed by 237 | Submission Open
Keywords: fuzzy logic; fuzzy control; bio-inspired computing; swarm intelligence; evolutionary algorithms; nature-inspired optimization; multi-agent systems; computational intelligence; mathematical modeling; hybrid intelligent systems
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Robust Perception and Control in Prognostic Systems, 2nd Edition
edited by Song Tang and Mao Ye
submission deadline 31 Oct 2026 | Viewed by 216 | Submission Open
Keywords: robust perception and control; prognostic systems; unsupervised and semi-supervised learning; transfer learning; adaptive system; AI security
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Complex Dynamical Networks and Chaotic Systems
edited by Hanlin Sun and Lorenzo Cirigliano
submission deadline 1 Nov 2026 | 1 articles | Viewed by 577 | Submission Open
Keywords: complex dynamical networks; dynamics on networks; critical phenomena on networks; higher-order networks, hypergraphs, simplicial complexes; multilayer networks; epidemic spreading model, information diffusion, opinion dynamics; neural networks; ecosystem dynamics
(This special issue belongs to the Section C2: Dynamical Systems)
Securing Software Through Mathematics and Domain-Specific Knowledge: Innovations and Applications
edited by Wei Zheng and Xiaoxue Wu
submission deadline 15 Nov 2026 | 4 articles | Viewed by 4259 | 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)
Advances in Computational Intelligence and Their Applications in Cybersecurity
edited by
submission deadline 15 Nov 2026 | 1 articles | Viewed by 906 | Submission Open
Keywords: computational intelligence; cybersecurity; intrusion detection systems; malware analysis; evolutionary computation; IoT security; adversarial attacks; network anomaly detection; bio-inspired computing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Neural Networks and Signal Processing with Applications
edited by
submission deadline 15 Nov 2026 | Viewed by 502 | Submission Open
Keywords: transformer models; hydra neural networks; encoder–decoder structures; convolutional neural networks; adaptive signal processing; compressed sensing; multiresolution analysis; self-supervised learning; reinforcement learning; optimization algorithms; multimodal signal processing; data fusion; medical diagnosis and healthcare monitoring; fault detection and condition monitoring; robust and noise-resilient learning; energy-efficient neural computing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applications of Nonlinear Diffusion Models and Deep Learning in Computer Vision
edited by
submission deadline 15 Nov 2026 | Viewed by 481 | Submission Open
Keywords: deep learning; nonlinear diffusion; image and video analysis; indexing and retrieval; image and video segmentation; image classification; object detection, recognition and tracking; action recognition; medical imaging
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Intelligence and Neuroscience
edited by Qing Li
submission deadline 15 Nov 2026 | Viewed by 410 | Submission Open
Keywords: computational intelligence; neuroscience; neural signal processing; neural decoding; brain–computer interfaces
(This special issue belongs to the Section E: Applied Mathematics)
Disruptive Innovations in Data Mining and Knowledge Discovery
edited by
submission deadline 15 Nov 2026 | Viewed by 362 | Submission Open
Keywords: mathematical data mining; statistical learning theory; optimization and metaheuristics for classification; preference learning and classification; explainable artificial intelligence; streaming and time-series analysis; graph mining and network analysis; quantum machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Application of Artificial Intelligence, Machine Learning and Data Science in Industrial and Medical Domains, 2nd Edition submission deadline 15 Nov 2026 | Viewed by 357 | Submission Open
Keywords: applied artificial intelligence; applied machine learning; data science; engineering applications of AI; generative AI; intelligent decision support systems; computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Foundations of Differential Privacy and Artificial Intelligence
edited by and Biao Qin
submission deadline 15 Nov 2026 | Viewed by 339 | Submission Open
Keywords: differential privacy; statistical data analysis; trade-off between privacy and utility; composition theorem
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Intelligence for Intelligent Transportation Systems
edited by Jianbo Li and
submission deadline 15 Nov 2026 | Viewed by 235 | Submission Open
Keywords: computational intelligence; deep learning for transportation; smart materials and sensors; intelligent infrastructure; sustainable urban mobility
(This special issue belongs to the Section E: Applied Mathematics)
Nonlinear Dynamics and Control: Challenges and Innovations
edited by
submission deadline 20 Nov 2026 | 7 articles | Viewed by 9913 | Submission Open
Keywords: complex dynamical system; nonlinear Dynamics; control theory; nonlinear systems
(This special issue belongs to the Section C2: Dynamical Systems)
Computer Vision, Image Processing Technologies and Machine Learning
edited by and Thittaporn Ganokratanaa
submission deadline 20 Nov 2026 | 2 articles | Viewed by 6298 | Submission Open
Keywords: computer vision; image processing; machine learning; deep learning; object detection; image enhancement; facial recognition; medical imaging; autonomous vehicles; real-time analysis; smart surveillance; video processing
(This special issue belongs to the Section E: Applied Mathematics)
Information-Induced Geometries in Statistics, Data Analysis, and Applied Research submission deadline 20 Nov 2026 | 4 articles | Viewed by 4879 | Submission Open
Keywords: information; positive-definite kernel; information geometry; intrinsic statistical data analysis; principle of minimum loss of Fisher information; variational principles; quantum mechanics; Bayes theorem
(This special issue belongs to the Section D1: Probability and Statistics)
Computation, Modeling and Algorithms for Control Systems submission deadline 20 Nov 2026 | 1 articles | Viewed by 3691 | Submission Open
Keywords: perception and sensor fusion; path planning and navigation; robot kinematics and dynamics; control systems; edge artificial intelligence
(This special issue belongs to the Section C2: Dynamical Systems)
Advances in Hypercompositional Algebra and Its Fuzzifications
edited by
submission deadline 20 Nov 2026 | 3 articles | Viewed by 3570 | Submission Open
Keywords: hypergroup; fuzzy set; polygroup; Hv-structures; algebraic hyperstructure; semihypergroup; Hv-structures; fuzzy hyperstructure; fundamental relations; hypergraphs
(This special issue belongs to the Section A: Algebra and Logic)
Game Theory and Operations Research
edited by Jun Zhang
submission deadline 20 Nov 2026 | 1 articles | Viewed by 1401 | Submission Open
Keywords: game theory; operations research; mechanism design; auction theory; cooperative games; non-cooperative games; optimization; decision theory; dynamic games; stochastic games; network games; multi-agent systems; matching markets; resource allocation; strategic interaction; mathematical programming; supply chain management; scheduling and logistics; algorithmic game theory; equilibrium analysis
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advances in Numerical Simulations of Fluid Flow, Heat Transfer, and Turbulence Modeling
edited by
submission deadline 20 Nov 2026 | 3 articles | Viewed by 1175 | Submission Open
Keywords: numerical simulation; computational fluid dynamics; heat transfer modeling; turbulence modeling
(This special issue belongs to the Section E: Applied Mathematics)
Knowledge-Enhanced Computational Intelligence for Complex Real-World Problems
edited by Chenyang Bu and
submission deadline 20 Nov 2026 | Viewed by 407 | Submission Open
Keywords: knowledge-augmented computational intelligence; neural-symbolic AI; physics-informed machine learning; domain knowledge integration; interpretable AI; constrained optimization; causal machine learning; human-in-the-loop systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Methods for Robotics, Vision, and Graphics
edited by Tie Liu
submission deadline 20 Nov 2026 | Viewed by 276 | Submission Open
Keywords: visual attention and saliency: mathematical modeling of attention mechanisms for efficient scene understanding; advanced image segmentation: innovative algorithms for semantic, instance, and panoptic segmentation in robotic environments; object detection and recognition: mathematical approaches for robust multi-category detection and long-tail recognition in dynamic settings; visual perception for embodied AI: vision-based learning, reasoning, and representation for autonomous agents; 3D vision and geometry: mathematical methods for point cloud processing, spatial mapping, and scene reconstruction; interactive sensing and graphics: mathematical frameworks for visual feedback during human–robot or agent–environment interactions
(This special issue belongs to the Section E: Applied Mathematics)
Analytical and Numerical Methods for Nonlinear Oscillator Dynamics
edited by
submission deadline 20 Nov 2026 | Viewed by 270 | Submission Open
Keywords: nonlinear oscillators; numerical methods; analytic methods and approximate analytic solutions; bifurcation analysis; stability analysis; resonance phenomena; chaos and nonlinear vibrations
(This special issue belongs to the Section C2: Dynamical Systems)
Multi-Objective Optimization and Its Applications
edited by Mohammed Mustafa Rizvi
submission deadline 20 Nov 2026 | Viewed by 254 | Submission Open
Keywords: multiobjective optimisation; pareto efficiency; mathematical modelling; evolutionary algorithms; inventory optimization; production scheduling; optimal control; resource allocation
(This special issue belongs to the Section D: Statistics and Operational Research)
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