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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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Data-Driven Artificial Intelligence, Optimization and Applications
edited by Yi Xu
submission deadline 31 Jul 2026 | Viewed by 431 | Submission Open
Keywords: data-driven artificial intelligence; generative artificial intelligence; explainable artificial intelligence; large language model; optimization; deep learning; statistical learning theory; continual learning; foundation model; machine vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Data Analytics and Machine Learning for Information Systems: Mathematical Methods and Applications
edited by and Loknath Sai Ambati
submission deadline 31 Jul 2026 | Viewed by 418 | Submission Open
Keywords: data analytics; machine learning; predictive modeling; forecasting; big data analytics; business intelligence; knowledge discovery; data mining; natural language processing; deep learning; probabilistic models; bayesian methods; data-driven optimization; decision support systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Digital Twins and Hybrid Physical–Digital Systems submission deadline 31 Jul 2026 | Viewed by 416 | Submission Open
Keywords: digital twins; hybrid systems; data assimilation; physics-informed machine learning; multi-fidelity modelling; uncertainty quantification; model reduction; real-time optimisation; cyber–physical systems; inverse problems; state estimation; surrogate modelling; structure-preserving algorithms; multi-scale mathematics; system identification
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Complex Networks: Theory and Application
edited by
submission deadline 31 Jul 2026 | Viewed by 387 | Submission Open
Keywords: networked systems; multi-agent systems; stochastic; uncertain; uncertainty; control; stability; stabilization; synchronization; consensus
(This special issue belongs to the Section E: Applied Mathematics)
Geometric Singular Perturbation and Applications
edited by
submission deadline 31 Jul 2026 | Viewed by 339 | Submission Open
Keywords: geometric singular perturbation theory; fast–slow system; invariant manifold theorem; Fenichel’s theorems; bifurcation theory; exchange lemma
(This special issue belongs to the Section E: Applied Mathematics)
Recent Advances in Mathematical Optimization for Engineering Applications submission deadline 31 Jul 2026 | Viewed by 338 | Submission Open
Keywords: optimization in science and engineering; analysis and control of nonlinear systems; PDE-constrained optimization; inverse problems
(This special issue belongs to the Section E: Applied Mathematics)
Modeling, Pricing, and Risk Management of Specialty Line Insurance
edited by Petar Jevtic and David Grimsman
submission deadline 31 Jul 2026 | Viewed by 285 | Submission Open
Keywords: modeling and pricing of complex and emerging risks; examples are cyber, marine, energy, political risk modeling, climate, energy, and environmental liability insurance; systemic and catastrophe risk assessment; reinsurance structures and solvency implications; extreme-event modeling
(This special issue belongs to the Section E5: Financial Mathematics)
Stochastic and Data-Driven Methodologies for Next-Generation Transportation Systems: Modeling, Optimization, and Operations
edited by Tanveer Hossain Bhuiyan and Wenquan Dong
submission deadline 31 Jul 2026 | Viewed by 276 | Submission Open
Keywords: dynamic operations; sustainable transportation; autonomous vehicles; multimodal transportation; stochastic models; AI-based prediction and decision-making models
(This special issue belongs to the Section E: Applied Mathematics)
Statistics Research: Data Depth Analysis and Circular Data
edited by Sungsu Kim
submission deadline 31 Jul 2026 | Viewed by 272 | Submission Open
Keywords: circular statistics; data depth; multivariate analysis; directional data; robust methods; generative models; multimodal learning; spatial intelligence; statistical learning
(This special issue belongs to the Section D1: Probability and Statistics)
Modeling and Data Analysis of Complex Networks
edited by Hongbin Pei
submission deadline 10 Aug 2026 | 5 articles | Viewed by 7945 | Submission Open
Keywords: complex networks; graph machine learning; graph neural networks; graph representation learning; graph mining; geometric deep learning; social networks; network science; network structure; network dynamics; graph-structured data; deep learning; machine learning; graph data mining; data-driven complex system modeling
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Trends in Computational Approaches for Database and Big Data Security
edited by Juggapong Natwichai
submission deadline 10 Aug 2026 | Viewed by 502 | Submission Open
Keywords: data privacy; data security; database systems; big data; compliance
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Approaches to Distributed Quantum Computing
edited by Vasilios N. Stavrou
submission deadline 10 Aug 2026 | Viewed by 319 | Submission Open
Keywords: quantum structures; entanglement; matrix theory; superposition; qubits; algorithms (Shor, Deutsch–Jozsa, Grover, Simon); computational complexity theory; optimization and integer programming; quantum circuits
(This special issue belongs to the Section E4: Mathematical Physics)
Mathematical Programming, Optimization and Operations Research, 2nd Edition
edited by Shiv Raj Singh, and
submission deadline 15 Aug 2026 | 5 articles | Viewed by 2999 | Submission Open
Keywords: mathematical programming; optimization methods and algorithms; operations research; scheduling and planning; resource optimization; game theory; supply chain management; stochastic process; decision theory and applications; multi-objective problems; evolutionary computation; computational intelligence
(This special issue belongs to the Section D: Statistics and Operational Research)
Applications of Intelligent Game and Reinforcement Learning
edited by
submission deadline 16 Aug 2026 | 4 articles | Viewed by 5115 | Submission Open
Keywords: intelligent game theory; multi-agent reinforcement learning; decision-making systems; human–AI collaboration; large language models; behavioral simulation; Nash equilibrium; deep reinforcement learning; multi-agent systems; human–computer interaction
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Network Security, Data Privacy, and Applied Cryptography
edited by Zhaoshun Wang, and
submission deadline 18 Aug 2026 | 1 articles | Viewed by 1498 | Submission Open
Keywords: network security; data privacy; applied cryptography; threat detection; security protocol design; blockchain applications; privacy enhancement techniques; fault diagnosis; artificial intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Distributed Systems, Edge Intelligence, and Artificial Intelligence
edited by Xiaoming Yuan, and Yulan Gao
submission deadline 20 Aug 2026 | 7 articles | Viewed by 34735 | Submission Open
Keywords: distributed computing frameworks; distributed systems; system optimization; control optimization; mathematical optimization methods; edge intelligence; graph theory; distributed storage; computational methods; quality of service (QoS) optimization; Internet of Things (IoT); deep learning; federated learning; security and privacy protection; generated artificial intelligence; prediction models; digital twin technologies; distributed multiple resource management
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical and Numerical Analysis of Nonlinear Evolution Equations: Advances and Perspectives, 2nd Edition
edited by
submission deadline 20 Aug 2026 | 4 articles | Viewed by 6749 | Submission Open
(This special issue belongs to the Section E4: Mathematical Physics)
Research on Delay Differential Equations and Their Applications
edited by
submission deadline 20 Aug 2026 | 6 articles | Viewed by 6017 | Submission Open
Keywords: numerical solution; analytical solution; modeling; stability analysis; convergence; delay diffusion equations; delay wave-type equations; partial differential equations with delay; partial functional differential equations; fractional delay partial differential equations
(This special issue belongs to the Section C1: Difference and Differential Equations)
Securing the Future: Computational Innovations in IoT Network Resilience and Security
edited by Hu Yuan and
submission deadline 20 Aug 2026 | 2 articles | Viewed by 5734 | Submission Open
Keywords: IoT network; communication and networking; secure computing; cyber-physical systems; cyber security; privacy and security
(This special issue belongs to the Section E1: Mathematics and Computer Science)
AI and Generative Modeling for Inverse Problems in Science and Engineering
edited by Xuqing Wu
submission deadline 20 Aug 2026 | Viewed by 883 | Submission Open
Keywords: inverse problems; scientific machine learning; physics-informed neural networks (PINNs); neural operators; generative models; normalizing flows; invertible neural networks; uncertainty quantification; surrogate model; computational imaging
(This special issue belongs to the Section E4: Mathematical Physics)
Machine Learning, Data Mining, and Optimization Methods for Graphs
edited by and Xiaowen Bi
submission deadline 20 Aug 2026 | Viewed by 858 | Submission Open
Keywords: graph algorithms; graph learning; machine learning on graphs; graph neural networks; spectral graph theory; graph mining; combinatorial optimization; network analysis; large-scale graph processing; data mining for graphs; mathematical computing; algorithm design; graph theory applications; topological data analysis; scalable graph methods; computational graph models
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modelling of Infectious Disease Spreads and Control
edited by Omar El Deeb and Marcelo del Castillo-Mussot
submission deadline 20 Aug 2026 | Viewed by 698 | Submission Open
Keywords: epidemiology; infectious diseases; vaccination schemes; mathematical modelling; spatial analysis; optimal control
(This special issue belongs to the Section E: Applied Mathematics)
Computational Methods for Network Optimization and Security
edited by , Yang Liu and Ziye Jia
submission deadline 21 Aug 2026 | 5 articles | Viewed by 6068 | Submission Open
Keywords: computational methods; network optimization; network security; algorithm design; cybersecurity resilience; blockchain
(This special issue belongs to the Section E: Applied Mathematics)
Sensitivity Analysis and Decision Making submission deadline 25 Aug 2026 | 8 articles | Viewed by 22765 | Submission Open
Keywords: sensitivity analysis in mathematical models; uncertainty analysis; decision making; mathematics for decision making; analytical and simulation methods; fuzzy sets and alternative approaches; model validation and calibration; optimization models
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Fluid Dynamics: Theory, Analysis and Emerging Trends
edited by Shin'ichi Inage
submission deadline 28 Aug 2026 | 3 articles | Viewed by 1864 | Submission Open
Keywords: Navier–Stokes equations; regularity and singularity; turbulence and energy cascade; free-boundary problems; multiphase and MHD flows; geometric and variational formulations; data-driven and physics-informed modeling
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Foundations of Blockchain Technology
edited by Pratima Sharma
submission deadline 30 Aug 2026 | 1 articles | Viewed by 2290 | Submission Open
Keywords: blockchain mathematics; cryptographic primitives; consensus mechanisms; game theory in blockchain; distributed algorithms; mathematical modeling; security and scalability; decentralized systems
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Artificial Intelligence: Models, Optimization, and Machine Learning, 3rd Edition submission deadline 31 Aug 2026 | 16 articles | Viewed by 39397 | Submission Open
Keywords: neural networks; deep learning; machine learning; generative and conversational models; neuro-symbolic models; biologically inspired optimization; optimization algorithms; Bayesian networks; reinforcement learning; multiagent systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Application of Mathematical Methods to Transportation: Modeling and Analysis
edited by and Qi Cao
submission deadline 31 Aug 2026 | 15 articles | Viewed by 32768 | Submission Open
Keywords: transportation modeling and analysis; traffic flow prediction and control; vehicle routing; public transportation scheduling; multimodal transportation system simulation; passenger demand fluctuations; travel time variability; network resilience
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Perception, Control and Optimization Methods in Intelligent Transportation Systems
edited by Haifeng Song, Min Zhou and Xiaoqing Zeng
submission deadline 31 Aug 2026 | 12 articles | Viewed by 23009 | Submission Open
Keywords: intelligent transportation systems (ITS); control theory in transportation; traffic flow optimization; model predictive control (MPC); intelligent perception technologies; machine learning for ITS; advanced routing algorithms; optimization methods in transportation; autonomous vehicle technologies; sustainable urban transport
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Statistical Methods for Forecasting and Risk Analysis
edited by , Marcella Niglio and Emanuela Raffinetti
submission deadline 31 Aug 2026 | 4 articles | Viewed by 19468 | Submission Open
Keywords: risk analysis; forecasting and accuracy; statistical modeling; model selection; applied statistics; machine learning; artificial intelligence; massive dataset; high (and ultra-high)-dimensional dataset; variable selection
(This special issue belongs to the Section D1: Probability and Statistics)
Advanced Methods, Modeling and Optimization for Financial Engineering and Risk Management
edited by Vesela Mihova and
submission deadline 31 Aug 2026 | 3 articles | Viewed by 18561 | Submission Open
Keywords: mathematics; statistical methods; mathematical modeling; time series analysis; optimization and control; quantitative finance; financial engineering; risk management; big data; computational mathematics
(This special issue belongs to the Section E5: Financial Mathematics)
Data Mining and Machine Learning with Applications, 2nd Edition
edited by and
submission deadline 31 Aug 2026 | 6 articles | Viewed by 17844 | Submission Open
Keywords: machine learning; data mining; time series data analytics; statistical machine learning; statistical classification; statistical inference; Bayesian methods; algorithms and architectures for big data searches, mining, and processing; deep learning; computer vision and image processing; evolutionary computation; knowledge discovery; industrial and medical applications; security applications; applications of unsupervised learning; industrial and medical applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Current Topics in Geometric Function Theory, 2nd Edition
edited by
submission deadline 31 Aug 2026 | 18 articles | Viewed by 15091 | Submission Open
Keywords: classes of analytic functions; univalent functions; differential subordination and superordination; operator-related problems; quantum calculus; fractional calculus; extremal problems; preserving class properties; coefficients estimates; GFT in real-life applications
(This special issue belongs to the Section C4: Complex Analysis)
Artificial Intelligence for Fault Detection in Manufacturing
edited by Jinwoo Song
submission deadline 31 Aug 2026 | 9 articles | Viewed by 14294 | Submission Open
Keywords: artificial intelligence; fault detection; manufacturing; data imbalance; quality control; machine learning; statistical modeling; data augmentation; mathematical optimization; predictive maintenance
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Fractional Calculus: Advances and Applications submission deadline 31 Aug 2026 | 7 articles | Viewed by 12942 | Submission Open
Keywords: methods for solving fractional differential equations; new theory of capacitors; fractional electromagnetic theory; fractional bioengineering; fractional cosmology; non-ordinary mechanics; signal and image processing; fractional biomedical signals and images; fractional circuit theory
(This special issue belongs to the Section E: Applied Mathematics)
Finite-Time/Fixed-Time Stability and Control of Dynamical Systems
edited by and
submission deadline 31 Aug 2026 | 7 articles | Viewed by 12448 | 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)
Recent Advances in Adaptive Control Theory and Applications for Nonlinear Systems submission deadline 31 Aug 2026 | 14 articles | Viewed by 9818 | Submission Open
Keywords: adaptive control; neural networks; sliding mode control; multi-agent systems; observer; synchronization; optimization; predictive control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Theoretical and Empirical Economic Modeling
edited by Hany Guirguis and Hyeon Park
submission deadline 31 Aug 2026 | 3 articles | Viewed by 8916 | Submission Open
Keywords: econometrics; quantitative economics; mathematical economics; mathematical modeling in economics and finance; optimization techniques
(This special issue belongs to the Section E5: Financial Mathematics)
Soft Computing and Fuzzy Mathematics: New Advances and Applications
edited by Nebojša Ralević
submission deadline 31 Aug 2026 | 4 articles | Viewed by 8370 | Submission Open
Keywords: fuzzy metric and topological spaces; fixed point theory; image analysis and digital and computational geometry and topology; fuzzy and crisp shape recognition and analysis; uncertainty in geometries
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Artificial Intelligence for Network Security and IoT Applications
edited by Anjia Yang, Cheng Huang and
submission deadline 31 Aug 2026 | 2 articles | Viewed by 8285 | Submission Open
Keywords: artificial intelligence (AI); network security; Internet of Things (IoT); intrusion detection; anomaly detection; machine learning; cybersecurity; secure data transmission; privacy preservation; mathematical modeling; Cryptography; security scheme; cryptosystem; cryptographic scheme; information security; privacy security; authentication; cryptographic scheme; authorized access; digital signature; public key cryptosystem; discrete logarithm based cryptosystem; Diffie–Hellman key exchange; elliptic curve cryptography; pairing-based cryptography; lattice-based cryptography; encryption; secret sharing; zero-knowledge; Authenticated; cryption; multi-secret; Encrypted; data hiding; Encrypting
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Perspectives of Graph Theory and Combinatorics
edited by
submission deadline 31 Aug 2026 | 7 articles | Viewed by 6400 | Submission Open
Keywords: extremal graph theory; discrete mathematics; combinatorics; graph theory; applied mathematics; linear algebra; matrices; data science; degree sequence problems; zero forcing sets; zero forcing number; cardinalities
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Control Theory and Its Applications
edited by Cong Wang
submission deadline 31 Aug 2026 | 2 articles | Viewed by 5925 | Submission Open
Keywords: intelligent control; control algorithm; dynamic system; optimal control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
New Trends in Differential Geometry and Geometric Analysis
edited by and Ljubica Velimirovic
submission deadline 31 Aug 2026 | 6 articles | Viewed by 5679 | Submission Open
Keywords: differential geometry; geometric analysis; infinitesimal deformations; curves and surfaces; manifolds; knots; shape and energy of geometric objects; Riemannian geometry and generalizations; minkowski spaces; dual spaces; geometric flows; geometric partial differential equations; minimal surfaces; variational methods; global analysis.
(This special issue belongs to the Section B: Geometry and Topology)
Cybersecurity and Data Protection: Modern Methods and New Applications
edited by and Thomas Prantl
submission deadline 31 Aug 2026 | 4 articles | Viewed by 5351 | Submission Open
Keywords: advances in post-quantum cryptography; secure key generation and distribution techniques; intrusion detection systems using advanced analytics; anomaly detection in large-scale networks; secure multiparty computation techniques; homomorphic encryption for secure data processing; vulnerability analysis frameworks; optimization of risk mitigation strategies; methods for secure cloud storage; secure sharing protocols for big data applications; resource optimization in security systems; benchmarking of security system performance; deep learning techniques for real-time threat detection; explainable AI in cybersecurity applications; graph theory and network security applications; chaos theory in cryptographic systems; securing critical infrastructure systems; data protection in healthcare and financial services; cyber-physical systems security; ethical and legal considerations in data protection
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Control of Complex Dynamical Systems and Robotics with Applications, 2nd Edition
edited by Gang Wang, Qingdu Li and Hua Chen
submission deadline 31 Aug 2026 | 4 articles | Viewed by 5072 | Submission Open
Keywords: modelling and control of robotics; machine learning algorithms; complex systems and stability analysis; distributed control of multiagent system
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Recent Advances in Dynamic Equations on Time Scales
edited by Tom Cuchta
submission deadline 31 Aug 2026 | 3 articles | Viewed by 4968 | Submission Open
Keywords: time scale calculus; dynamic equation; difference equation; q-calculus
(This special issue belongs to the Section C1: Difference and Differential Equations)
Modeling, Control, and Optimization for Transportation Systems submission deadline 31 Aug 2026 | 4 articles | Viewed by 4848 | Submission Open
Keywords: traffic flow modeling; vehicle dynamics modeling; car-following models; multi-modal transportation modeling; route choice behavior; microsimulation; simulation-based optimization; demand forecasting; adaptive traffic control systems; autonomous vehicle control; cooperative control systems; vehicle-to-infrastructure (V2I) communication; control theory in transportation; optimal routing; energy-efficient routing; parking management optimization; traffic assignment problem
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Mathematical Modeling and Optimization for Business Analytics
edited by Reza Maihami and
submission deadline 31 Aug 2026 | 2 articles | Viewed by 4619 | Submission Open
Keywords: mathematical modeling; business analytics; optimization techniques; decision making; operations research
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advances in Machine Learning and Intelligent Systems
edited by and
submission deadline 31 Aug 2026 | 7 articles | Viewed by 4549 | Submission Open
Keywords: machine learning; intelligent systems; physics-informed artificial intelligence; reinforcement learning; digital twins; optimization and control; trustworthy and explainable AI; edge and federated learning; prognostics and health management; autonomous decision-making; intelligent optimization; fuzzy systems; engineering applications; hybrid intelligent systems; adaptive control; reinforcement learning; optimal control; robot control; model-free adaptive contro; containment control; multi-agent systems
(This special issue belongs to the Section E: Applied Mathematics)
Fractional Calculus and Fractional Differential Equations: Theory and Applications
edited by , and Ricardo Abreu-Blaya
submission deadline 31 Aug 2026 | 4 articles | Viewed by 4478 | Submission Open
Keywords: inequalities for fractional operators; fractional Lotka–Volterra equations; fractional reaction–diffusion equations; variable-order fractional differential equations; stochastic fractional differential equations; neural network methods for fractional differential equations
(This special issue belongs to the Section E: Applied Mathematics)
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