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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 Frameworks in Astrophysics
edited by
submission deadline 31 Aug 2026 | Viewed by 236 | Submission Open
Keywords: numerical relativity; astrophysical fluid dynamics; computational cosmology; high-performance computing; bayesian inference; machine learning in astrophysics
(This special issue belongs to the Section E4: Mathematical Physics)
Advance in Artificial Intelligence and Soft Computing with Applications
edited by Lankun Guo
submission deadline 31 Aug 2026 | Viewed by 233 | Submission Open
Keywords: deep learning; soft computing; attention mechanism; neural network; granular computing; knowledge graph; fuzzy set; lattice theory
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Low Dimensional Dynamical Systems
edited by Tali Pinsky
submission deadline 31 Aug 2026 | Viewed by 221 | Submission Open
Keywords: nonlinear dynamics; forcing relations; robust transitivity; knot theory; template theory
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical and Probabilistic Methods in Financial Econometrics submission deadline 31 Aug 2026 | Viewed by 216 | Submission Open
Keywords: mathematical finance; stochastic control and optimization; probabilistic methods in finance; measure-theoretic probability; risk modeling; quantitative finance
(This special issue belongs to the Section E5: Financial Mathematics)
Statistical Tests Suites and the Application of Statistics and Mathematical Models in Operations Research
edited by Elena Almaraz Luengo
submission deadline 31 Aug 2026 | Viewed by 213 | Submission Open
Keywords: probability; statistics; operations research; security; statistical methods; causal inference; missing data; order statistics; encryption and encoding
(This special issue belongs to the Section D: Statistics and Operational Research)
Advances in Cryptology and Number Theory
edited by Janusz Kazimierz Szmidt
submission deadline 31 Aug 2026 | Viewed by 179 | Submission Open
Keywords: public key cryptography; lattice theory; cryptology; numbers theory
(This special issue belongs to the Section A: Algebra and Logic)
Advances in High-Dimensional Scientific Computing
edited by
submission deadline 10 Sep 2026 | 2 articles | Viewed by 2343 | Submission Open
Keywords: non-local; peridynamics; fractional order; high-dimensional scientific computing; numerical computation; partial differential equations; inverse computation; geotechnical engineering; risk assessment; uncertainty quantification; large-scale data modeling; high-precision numerical analysis; structural engineering
(This special issue belongs to the Section E4: Mathematical Physics)
Machine Learning and Optimization for Clustering Algorithms
edited by
submission deadline 10 Sep 2026 | 1 articles | Viewed by 1552 | Submission Open
Keywords: machine learning; clustering; optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Algorithms for Multi-Modal Learning, Knowledge Graphs, and Trustworthy AI
edited by Honghui Xu
submission deadline 10 Sep 2026 | Viewed by 305 | Submission Open
Keywords: multi-modal learning; knowledge graphs; trustworthy AI; privacy-preserving learning; differential privacy; federated learning; edge intelligence; explainable AI; generative AI; resource optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Foundations of Computational Linguistics: Theory, Methods, and Applications
edited by
submission deadline 10 Sep 2026 | Viewed by 282 | Submission Open
Keywords: artificial intelligence; large language models; natural language processing (NLP); agent; alignment; social science; computational linguistics; representation learning; mathematical foundations of NLP; human-centered AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Innovative Methods in Long Sequence Forecasting and Time Series Analysis
edited by Haoyi Zhou, Qingyun Sun and
submission deadline 15 Sep 2026 | 9 articles | Viewed by 12699 | Submission Open
Keywords: time series analysis; spatiotemporal forecasting; non-stationary process modeling; high-dimensionality embedding; interpretability– accuracy trade-off; frequency– time domain synthesis; long-term dependency modeling; cross-scale dependency learning; data-driven decision making; domain knowledge integration; interdisciplinary applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Intelligence, Computer Vision and Pattern Recognition
edited by
submission deadline 15 Sep 2026 | 3 articles | Viewed by 3507 | Submission Open
Keywords: computer vision; pattern recognition; deep learning; image analysis; object detection; recognition systems; multimodal learning; video analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Computational Mathematics and Applied Mathematics, 2nd Edition
edited by , and Qiang Ma
submission deadline 15 Sep 2026 | 3 articles | Viewed by 3098 | Submission Open
Keywords: partial differential equations; ordinary differential equations; stochastic differential equations; fractional differential equations; fractional calculus; inverse and ill-posed problems; regularization methods; numerical methods; multigrid methods; wavelet methods; homotopy methods; structure-preserving methods; artificial intelligence; deep learning; reinforcement learning; compact radial basis function approximations; approximations based on neural networks; node layouts for irregular domains; multi-asset option pricing problems; numerical methods for matrix functions; iterative methods for the solution of nonlinear equations; Schulz-type iterative method for generalized matrix inversion; biostatistics and pattern recognition; combination counting; separation theory; information security; fractional Fourier transform and its applications; interdisciplinary application of mathematics and other disciplines
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modeling and Data Science for Biology and Medicine, 2nd Edition
edited by
submission deadline 15 Sep 2026 | 2 articles | Viewed by 1427 | Submission Open
Keywords: mathematical oncology; mathematical immunology; mathematical epidemiology; population dynamics; mathematical methods in diagnosis and therapy; systems biology; infectious disease modeling; epidemiological dynamics; human behaviors; evolution dynamics; signaling pathways; cell dynamics; biomedical data analysis; biological signal analysis; regression models; data-driven modeling machine learning approaches; data science; multi-scale modeling
(This special issue belongs to the Section E3: Mathematical Biology)
Mathematical Foundations of Deep Learning for Imaging
edited by
submission deadline 15 Sep 2026 | 1 articles | Viewed by 515 | Submission Open
Keywords: deep learning; inverse problems; image reconstruction; regularization theory; stability and robustness; medical imaging
(This special issue belongs to the Section E: Applied Mathematics)
Computational Approaches to AI Safety and Autonomous Driving
edited by Jinlai Zhang
submission deadline 15 Sep 2026 | Viewed by 257 | Submission Open
Keywords: artificial intelligence (AI); AI safety; AI-driven vehicles; autonomous driving; robust perception; decision-making algorithms; ethical AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Differential Equations and Eigenvalue Problems with Application
edited by
submission deadline 15 Sep 2026 | Viewed by 240 | Submission Open
Keywords: differential and integral equations; boundary value problems; spectrum; differential operator spectrum theory
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advances in Mathematical Biology and Applications, 2nd Edition
edited by
submission deadline 15 Sep 2026 | Viewed by 221 | Submission Open
Keywords: mathematical modeling; differential equations; network analysis; systems biology; computational biology biomathematics; population dynamics; epidemiology; bioinformatics; stochastic processes; nonlinear dynamics; optimization; data analysis
(This special issue belongs to the Section E3: Mathematical Biology)
Methods, Analysis and Applications in Computational Neuroscience
edited by Giovanny Sánchez
submission deadline 20 Sep 2026 | 3 articles | Viewed by 7982 | Submission Open
Keywords: large-scale neural networks; axon and dendrites; neuromorphic architectures; synaptic transmission
(This special issue belongs to the Section E: Applied Mathematics)
Intelligent Robots Control and Navigation and Their Mathematical Methods and Insights submission deadline 20 Sep 2026 | 3 articles | Viewed by 7158 | Submission Open
Keywords: mathematics problems in robot motion and grasp; robot control; robot optimal control; robot stability and analysis of the dynamics; robot motion planning and navigation
(This special issue belongs to the Section E2: Control Theory and Mechanics)
New Advance in Applied Probability and Statistical Inference
edited by Maurizio Brizzi
submission deadline 20 Sep 2026 | 3 articles | Viewed by 4720 | Submission Open
Keywords: applied probability; discrete distributions; continuous models; statistical inference; point and interval estimation; quantile methods; fuzzy methods; parametric statistical tests; non-parametric statistical tests
(This special issue belongs to the Section D1: Probability and Statistics)
Modeling, Control and Optimization of Biological Systems
edited by
submission deadline 20 Sep 2026 | 3 articles | Viewed by 2959 | Submission Open
Keywords: ecological modeling; mutiscale immuno-epidemiologial models; parameter identifiaction; disease-informed neural networks; optimal control theory
(This special issue belongs to the Section E3: Mathematical Biology)
Advances in Control Theory and Optimizations submission deadline 20 Sep 2026 | 1 articles | Viewed by 2137 | Submission Open
Keywords: nonlinear and optimal control methods; robust control and stability analysis in AI-enhanced systems; model predictive control and real-time optimization; adaptive and intelligent control strategies; reinforcement learning and data-driven control strategies; model predictive control and real-time optimization; AI-driven decision-making in control systems; game theory and multi-agent control; computational methods in control and optimization; computational intelligence and evolutionary optimization
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Fluid Dynamics and Wave Interaction Phenomena submission deadline 20 Sep 2026 | 2 articles | Viewed by 1339 | Submission Open
Keywords: marine engineering; ocean engineering; offshore engineering; coastal engineering; wave-structure interactions; nonlinear wave loads; nonlinear wave propagation; innovative analysis technology for fluid dynamics/wave interactions; development of numerical tools for marine/ocean/coastal engineering; AI/ML applications in marine/ocean/coastal engineering
(This special issue belongs to the Section E4: Mathematical Physics)
Advanced Computational and Intelligent Methods in Signal Processing
edited by
submission deadline 20 Sep 2026 | 1 articles | Viewed by 829 | Submission Open
Keywords: signal processing; machine learning; deep learning; optimization algorithms; computational mathematics; time-frequency analysis; intelligent systems; sensor networks; high-performance computing; nonlinear signal analysis
(This special issue belongs to the Section E: Applied Mathematics)
Computing in Image Processing for Remote Sensing and Biomedical Applications, 2nd Edition submission deadline 20 Sep 2026 | Viewed by 364 | Submission Open
Keywords: image registration; image/video reconstruction; image/video compression; image analysis; image processing; image segmentation and classification; image/video super-resolution in remote sensing; computer vision; 3D visualization; machine/deep learning in remote sensing and medical imaging; parallel computing in imaging; computational models; medical imaging and data analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Methods and Applications of Deep Learning in Medicine
edited by , Qiujie Lv and
submission deadline 20 Sep 2026 | Viewed by 298 | Submission Open
Keywords: deep learning; medical imaging; multimodal data fusion; model interpretability; optimization and regularization; computational biology; drug discovery; clinical decision support
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical and Deep Learning-Based Approaches for Advanced Cybersecurity
edited by Akanksha Saini and Abebe Diro
submission deadline 20 Sep 2026 | Viewed by 279 | Submission Open
Keywords: deep learning; intrusion detection; cyber security; neural networks; anomaly detection; network monitoring; malware; artificial intelligence; threat detection; data analysis; deployment; implementation; real-world impact; interdisciplinary
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Stochastic Processes and Statistical Analysis
edited by Tiandong Wang
submission deadline 20 Sep 2026 | Viewed by 262 | Submission Open
Keywords: stochastic processes; statistical inference; time series analysis; stochastic modeling; probability theory
(This special issue belongs to the Section D1: Probability and Statistics)
Parameterized Complexity and Approximation in Data Management
edited by
submission deadline 20 Sep 2026 | Viewed by 249 | Submission Open
Keywords: parameterized complexity; approximation algorithms; data management; query evaluation; data quality; computational complexity; graph mining; data organization; distributed data management
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Perspective on Fractal Geometry and Its Applications
edited by Yumei Xue
submission deadline 20 Sep 2026 | Viewed by 213 | Submission Open
Keywords: fractal geometry and its applications; combinatorics on words; substitution sequences; fractal network; tiling; complex networks; multifractal analysis
(This special issue belongs to the Section B: Geometry and Topology)
Classical and Intelligent Approaches for the Optimization, Control, and Modeling of Dynamic Systems submission deadline 20 Sep 2026 | Viewed by 211 | Submission Open
Keywords: machine learning in engineering; classical optimization techniques; optimal control and decision making; data-driven and physics-informed modeling; intelligent engineering systems; evolutionary and metaheuristic algorithms; reinforcement learning for autonomous systems; robotics and mechatronics optimization; intelligent monitoring and predictive maintenance; computational intelligence in industrial applications
(This special issue belongs to the Section C2: Dynamical Systems)
Advances in Numerical Computation and Mathematical Modeling for Geotechnical Mechanics and Dynamics
edited by
submission deadline 20 Sep 2026 | Viewed by 198 | Submission Open
Keywords: geotechnical mechanics and dynamics; numerical computation methods; mathematical modeling; multi-physical field coupling simulation; nonlinear dynamics; constitutive relations; AI-driven geotechnical analysis
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical Foundations of Multiobjective Optimization and Evolutionary Computation
edited by Rammohan Mallipeddi
submission deadline 20 Sep 2026 | Viewed by 191 | Submission Open
Keywords: multiobjective optimization; evolutionary computation; Pareto optimality and dominance; convergence analysis; many-objective optimization; dynamic and stochastic optimization; mathematical modeling; preference-based optimization; surrogate-assisted optimization
(This special issue belongs to the Section D: Statistics and Operational Research)
Mathematical Structure for Biomedicine: Variational Models, PDEs, and Statistical Learning
edited by Andrej Novak and
submission deadline 28 Sep 2026 | Viewed by 271 | Submission Open
Keywords: variational methods; partial differential equations; image processing and analysis; statistical learning; operator learning; biomedical imaging; biomedical signals and time series; uncertainty quantification; calibration and robustness; physics-informed modelling
(This special issue belongs to the Section E: Applied Mathematics)
New Insights in Machine Learning (ML) and Deep Neural Networks
edited by , Yu Liu, Tianyuan Yu and Mingrui Lao
submission deadline 30 Sep 2026 | 5 articles | Viewed by 36986 | Submission Open
Keywords: machine learning; multi-modal models; embodied intelligence; artificial intelligence; deep neural networks (DNNs)
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Solutions for Multimedia and Artificial Intelligence Security
edited by
submission deadline 30 Sep 2026 | 4 articles | Viewed by 24053 | Submission Open
Keywords: artificial intelligence security; multimedia security and protection; multimedia forensics and anti-forensics; adversarial attacks and defenses; digital watermarking; steganography; and steganalysis; deepfake and misinformation detection; data integrity and authentication; secure signal processing and information hiding; DNN-based multimedia protection techniques; cybersecurity for multimedia systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Machine Learning: Mathematical Foundations and Applications
edited by , Xingsen Li and Yunfa Fu
submission deadline 30 Sep 2026 | 5 articles | Viewed by 20203 | Submission Open
Keywords: machine learning; efficient computation in large-scale ML; mathematical optimization; PINNS; LLM; GNNs; Markov random fields in probabilistic graphical models; hyperparameter tuning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Graph Theory and Applications, 3rd Edition
edited by
submission deadline 30 Sep 2026 | 15 articles | Viewed by 14061 | Submission Open
Keywords: graph theory; biology; computer science; complex and social networks; engineering
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Numerical and Computational Methods for Engineering and Applied Mathematical Problems, 2nd Edition submission deadline 30 Sep 2026 | 7 articles | Viewed by 13864 | Submission Open
Keywords: numerical methods; computational methods; machine learning; differential equations; inverse problems; engineering problems; computational mechanics; mathematical problems; coupled problems; numerical simulations; meshfree methods; finite element methods; radial basis functions methods; multiscale material modeling; machine learning methods; structural dynamics; material modelling; computational mechanics; fluid-structure interaction
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Image Processing and Generation, Pattern Recognition, and Data Visualization submission deadline 30 Sep 2026 | 6 articles | Viewed by 12601 | Submission Open
Keywords: image processing; pattern recognition; data visualization; machine learning; artificial intelligence; digital topology; AI-based image generation
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Mathematical Optimization in Operational Research
edited by and Jiayan Xu
submission deadline 30 Sep 2026 | 8 articles | Viewed by 11543 | Submission Open
Keywords: optimization; operational research; operations and supply chain management; real-world applications
(This special issue belongs to the Section D: Statistics and Operational Research)
Mathematical Epidemiological Models: Classical and Interdisciplinary Applications
edited by Till D. Frank
submission deadline 30 Sep 2026 | 9 articles | Viewed by 8724 | Submission Open
Keywords: mathematical epidemiology; infectious diseases; interdisciplinary applications; computer viruses; rumor dynamics; racism dynamics; drug epidemics; voter dynamics; sales dynamics; viral marketing dynamics
(This special issue belongs to the Section E3: Mathematical Biology)
Numerical Methods and Simulations for Turbulent Flow
edited by
submission deadline 30 Sep 2026 | 3 articles | Viewed by 8032 | Submission Open
Keywords: turbulent flows; turbulent boundary layer; turbulent channel flow; computational fluid dynamics; fluid– structure interaction; numerical simulations; numerical methods; direct numerical simulations; large eddy simulation; hybrid RANS-LES; Navier– Stokes
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Modeling of Energy Transition, Climate Finance, and Sustainable Economic Systems submission deadline 30 Sep 2026 | 5 articles | Viewed by 7730 | Submission Open
Keywords: mathematical finance; energy transition; climate risk; sustainable finance; carbon markets; ESG modeling; stochastic processes; partial differential equations; optimization; network theory; control systems; game theory; econometrics; time series analysis
(This special issue belongs to the Section E5: Financial Mathematics)
Computational Optimization and Operations Research: Theory and Applications
edited by Hsing Luh and
submission deadline 30 Sep 2026 | 3 articles | Viewed by 7654 | Submission Open
Keywords: optimization; machine learning; neural networks; simulation; operations research; stochastic modeling              
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advances in Probability Theory and Stochastic Analysis
edited by Paramahansa Pramanik
submission deadline 30 Sep 2026 | 5 articles | Viewed by 7014 | Submission Open
Keywords: stochastic control; stochastic calculus and stochastic differential equations; statistical inference and stochastic processes; mathematical biology; stochastic analysis in sports
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Dynamical Systems: Stability, Bifurcation, and Chaos with Applications submission deadline 30 Sep 2026 | 5 articles | Viewed by 6699 | Submission Open
Keywords: dynamical systems; stability; bifurcation; chaos; computational methods; interdisciplinary modeling
(This special issue belongs to the Section C2: Dynamical Systems)
Application of Multiple Criteria Decision Analysis submission deadline 30 Sep 2026 | 7 articles | Viewed by 6594 | Submission Open
Keywords: decision making; decision analysis; decision support systems; negotiation and group decision; real world applications; applications of MCDM; non-classical MCDM methods; decision rules; theories and methodologies; modelling and simulation; modelling of MCDM; fuzzy sets and MCDM; fuzziness in MCDM; uncertainty; soft computing; algorithms; operational research; multi-objective optimization; metaheuristics; sustainable development; management; assessment; or selection; innovation
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Mathematical Models for Data Privacy in Blockchain-Enabled Systems submission deadline 30 Sep 2026 | 1 articles | Viewed by 6197 | Submission Open
Keywords: data privacy; blockchain; distributed systems; smart contracts; secure data sharing; cryptographic models; differential privacy; federated learning; game theory; Internet of Things; supply chain security; financial systems; mathematical modeling
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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