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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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Low-Altitude System Intelligence
edited by and Zhi Li
submission deadline 31 Oct 2026 | Viewed by 250 | 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 247 | 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)
Financial Econometrics and Machine Learning, 2nd Edition
edited by Chihwa Kao and Zhonghui Zhang
submission deadline 31 Oct 2026 | Viewed by 245 | Submission Open
Keywords: machine learning; financial econometrics; asset pricing models; portfolio optimization; volatility modeling; investment decision-making; derivatives; risk management; credit analysis; financial forecasting; model validation; robustness; random matrix theory
(This special issue belongs to the Section E5: Financial Mathematics)
Optimization Models for Supply Chain, Planning, Scheduling and Transportation
edited by
submission deadline 31 Oct 2026 | Viewed by 245 | 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)
Recent Advances in Nonlinear Control for Dynamic Systems submission deadline 31 Oct 2026 | Viewed by 241 | 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)
Advances in Cyber-Physical Systems: Modeling, Control, and Applications
edited by Xiaobin Gao and
submission deadline 31 Oct 2026 | Viewed by 229 | 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)
Learning to Optimize in Intelligent Systems Processes
edited by
submission deadline 31 Oct 2026 | Viewed by 224 | 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)
Mathematical Perspectives on Generalization and Optimization in Machine Learning
edited by
submission deadline 31 Oct 2026 | Viewed by 224 | 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)
New Advances in Hamiltonian Dynamical Systems and Applications
edited by
submission deadline 31 Oct 2026 | Viewed by 218 | Submission Open
Keywords: Hamiltonian dynamical systems; finite and infinite dimensional KAM theory; index theory; regularity properties of the solutions; bifurcation and chaotic behavior; spectral properties of Schrö dinger operators; solutions of ODE or PDE
(This special issue belongs to the Section C1: Difference and Differential Equations)
Modern Regularity and Covering Properties in Fuzzy and Neutrosophic Topological Spaces submission deadline 31 Oct 2026 | Viewed by 213 | 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)
Applied Mathematics in Engineering Problems and Topology Optimization
edited by and
submission deadline 31 Oct 2026 | Viewed by 209 | 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)
Latest Applications of Artificial Intelligence in Control Systems
edited by Staniša Perić
submission deadline 31 Oct 2026 | Viewed by 202 | 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)
Applications of Artificial Intelligence, Machine Learning and Data Science, 2nd Edition
edited by Yufeng Yu, Guoxia Xu, Hu Zhu and
submission deadline 31 Oct 2026 | Viewed by 194 | 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 for Control and Signal Processing: Theory and Applications submission deadline 31 Oct 2026 | Viewed by 193 | 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)
Evolutionary Computation and Advanced Network Inference for Complex Systems Modeling
edited by
submission deadline 31 Oct 2026 | Viewed by 189 | 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)
Data-Driven Optimization and Decision-Making for Sustainable Manufacturing and Production Scheduling
edited by Junkai Wang and
submission deadline 31 Oct 2026 | Viewed by 183 | Submission Open
Keywords: data-driven optimization; sustainable manufacturing; production scheduling; AI-empowered decision making; industrial artificial intelligence; machine learning; large language models; operations research; smart manufacturing; low-carbon production
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Statistics in Medicine and Biostatistics
edited by Stella Stylianou
submission deadline 31 Oct 2026 | Viewed by 182 | Submission Open
Keywords: statistics in medicine; biostatistics; clinical trial design and analysis; survival analysis; longitudinal data analysis; epidemiology; bayesian inference; casual inference; statistical learning; biomedical data analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Methods and Applications for Cryptography, Network and IoMT Security submission deadline 31 Oct 2026 | Viewed by 167 | 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 161 | Submission Open
Keywords: information fusion; intelligent decision reasoning; uncertainty theory; uncertainty reasoning
(This special issue belongs to the Section E: Applied Mathematics)
Robust Perception and Control in Prognostic Systems, 2nd Edition
edited by Song Tang and Mao Ye
submission deadline 31 Oct 2026 | Viewed by 149 | 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)
Fuzzy Logic and Bio-Inspired Computing and Algorithms: Mathematical Foundations and Modern Applications submission deadline 31 Oct 2026 | Viewed by 126 | 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)
Complex Dynamical Networks and Chaotic Systems
edited by Hanlin Sun and Lorenzo Cirigliano
submission deadline 1 Nov 2026 | Viewed by 277 | 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 | 3 articles | Viewed by 2689 | 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 577 | 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 375 | 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 323 | 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 263 | Submission Open
Keywords: computational intelligence; neuroscience; neural signal processing; neural decoding; brain– computer interfaces
(This special issue belongs to the Section E: Applied Mathematics)
Causal Machine Learning: Methods, Theory, and Applications
edited by
submission deadline 15 Nov 2026 | Viewed by 254 | Submission Open
Keywords: casual discovery; causal effect estimation; causal disentanglement; causal graphical model; identifiability; counterfactual reasoning; causal representation learning; deep causal models; causal generalization; causal world modeling; causal model selection; causal fairness; treatment effect estimation; causal benchmark construction; causal foundation models; neuro-symbolic causality
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Disruptive Innovations in Data Mining and Knowledge Discovery
edited by
submission deadline 15 Nov 2026 | Viewed by 254 | 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 243 | 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 228 | 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
submission deadline 15 Nov 2026 | Viewed by 137 | 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 | 6 articles | Viewed by 8802 | 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 5603 | 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 | 2 articles | Viewed by 3423 | 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 3318 | 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 3088 | 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 1097 | 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)
Knowledge-Enhanced Computational Intelligence for Complex Real-World Problems
edited by Chenyang Bu and
submission deadline 20 Nov 2026 | Viewed by 295 | 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)
Analytical and Numerical Methods for Nonlinear Oscillator Dynamics
edited by
submission deadline 20 Nov 2026 | Viewed by 195 | 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)
Advances in Numerical Simulations of Fluid Flow, Heat Transfer, and Turbulence Modeling
edited by
submission deadline 20 Nov 2026 | Viewed by 177 | Submission Open
Keywords: numerical simulation; computational fluid dynamics; heat transfer modeling; turbulence modeling
(This special issue belongs to the Section E: Applied Mathematics)
Multi-Objective Optimization and Its Applications
edited by Mohammed Mustafa Rizvi
submission deadline 20 Nov 2026 | Viewed by 167 | 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 Methods for Robotics, Vision, and Graphics
edited by Tie Liu
submission deadline 20 Nov 2026 | Viewed by 158 | 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)
Mathematical Modeling of Multi-Modal Semantic Enhancement and Analysis in Medical Imaging
edited by and
submission deadline 20 Nov 2026 | Viewed by 94 | 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 217 | 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 19710 | 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 19352 | 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 15902 | 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 15549 | 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 12095 | 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)
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