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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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Optimization Models for Supply Chain, Planning, Scheduling and Transportation
edited by
submission deadline 31 Oct 2026 | Viewed by 368 | 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 364 | 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 359 | 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 358 | 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 349 | 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 343 | 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)
Latest Applications of Artificial Intelligence in Control Systems
edited by Staniša Perić
submission deadline 31 Oct 2026 | Viewed by 336 | 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)
Deep Learning Methods Applied to Big Data Analysis
edited by Zhong Xiang
submission deadline 31 Oct 2026 | Viewed by 336 | 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)
Applied Mathematics in Engineering Problems and Topology Optimization
edited by and
submission deadline 31 Oct 2026 | Viewed by 334 | 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 324 | 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 288 | 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)
Mathematical Methods and Applications for Cryptography, Network and IoMT Security submission deadline 31 Oct 2026 | Viewed by 287 | 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)
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 285 | 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)
Information Fusion and Intelligent Decision Reasoning Under Uncertainties
edited by Luyuan Chen
submission deadline 31 Oct 2026 | Viewed by 268 | 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 258 | 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 249 | 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 220 | 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 612 | 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 4352 | 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 951 | 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 516 | 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 487 | 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 424 | 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 375 | 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 370 | 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 361 | 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 242 | 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 10001 | 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 6402 | 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 | 5 articles | Viewed by 5205 | 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 3725 | 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 3607 | 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 1436 | 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 1260 | 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 428 | 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 290 | 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 283 | 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 260 | 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)
Mathematical Modeling of Multi-Modal Semantic Enhancement and Analysis in Medical Imaging
edited by and
submission deadline 20 Nov 2026 | Viewed by 199 | Submission Open
Keywords: multi-modal learning; medical image analysis; mathematical modeling; semantic enhancement; representation learning
(This special issue belongs to the Section E3: Mathematical Biology)
Applied Mathematical Methods in Financial and Quantitative Disciplines
edited by
submission deadline 25 Nov 2026 | Viewed by 340 | Submission Open
Keywords: applied mathematics; financial mathematics; quantitative finance; stochastic processes; option pricing; risk management; portfolio optimization; econometric modeling; machine learning in finance
(This special issue belongs to the Section E5: Financial Mathematics)
Artificial Intelligence and Optimization in Engineering Applications
edited by , Xiaolu Liu, Lining Xing and
submission deadline 30 Nov 2026 | 7 articles | Viewed by 21657 | Submission Open
Keywords: artificial intelligence; engineering applications; optimization techniques; manufacturing; energy management; transportation; supply chain management; space research; real-time decision making; data processing; automated systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Artificial Intelligence and Algorithms
edited by Fuhsing Wang
submission deadline 30 Nov 2026 | 6 articles | Viewed by 21423 | Submission Open
Keywords: machine learning; deep learning; neural networks; natural language processing; computer vision; adaptive learning systems; big data; algorithm optimization; cognitive computing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Methods of Operational Research and Data Analytics in Operations Planning and Scheduling
edited by and
submission deadline 30 Nov 2026 | 6 articles | Viewed by 17347 | Submission Open
Keywords: planning; scheduling, models; frameworks; manufacturing; healthcare; transportation; logistics; supply chain; combinatorial optimization; computational complexity; design of algorithms; special cases; polynomial algorithms; exact methods; heuristic methods; metaheuristics; machine learning; artificial intelligence
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Trustworthy and Robust Artificial Intelligence
edited by Chen Zhao and Minglai Shao
submission deadline 30 Nov 2026 | 4 articles | Viewed by 16722 | Submission Open
Keywords: trustworthy AI; robust machine learning; explainable AI (XAI); distribution shift; out-of-distribution detection; uncertainty quantification
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Intelligence in Communication Networks
edited by Georgi Iliev
submission deadline 30 Nov 2026 | 4 articles | Viewed by 15997 | 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)
Econophysics, Financial Markets, and Artificial Intelligence
edited by
submission deadline 30 Nov 2026 | 2 articles | Viewed by 12453 | Submission Open
Keywords: econophysics; agent-based modeling; financial markets; machine learning; neural networks; reinforcement learning; market prediction; algorithmic trading; computational finance; nonlinear dynamics
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Algorithm Theory and Computer Networks submission deadline 30 Nov 2026 | 1 articles | Viewed by 11643 | Submission Open
Keywords: algorithm theory; computer networks; machine learning in computer networks; distributed combinatorial optimization; algorithmic foundations of next-generation network architectures
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Methods Applied in Artificial Intelligence and Multi-Agent Systems, 2nd Edition
edited by and
submission deadline 30 Nov 2026 | 5 articles | Viewed by 10547 | Submission Open
Keywords: machine learning; multi-agent systems and control; distributed optimization; robust and intelligent control; data-based model identification
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Quantitative Analysis and Mathematical Modeling in Economics and Financial Decision-Making
edited by Kamer-Ainur Aivaz
submission deadline 30 Nov 2026 | 9 articles | Viewed by 9820 | Submission Open
Keywords: quantitative analysis; mathematical modeling; decision-making; economics; finance; sustainable economy; circular economy; risk modeling; predictive models; data science; digital transformation; innovation in economics; performance evaluation; financial governance; religious and cultural values; big data; interdisciplinarity
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical Method for Artificial Intelligence and Mobile Edge Computing
edited by and Yao Zhang
submission deadline 30 Nov 2026 | 3 articles | Viewed by 9484 | 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)
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