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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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New Advances in Learning Algorithms and Optimization: Methods and Applications
edited by
submission deadline 31 Aug 2026 | Viewed by 464 | Submission Open
Keywords: learning algorithms; mathematical optimization; self-supervised learning; real-world applications; large-scale optimization; black-box optimization; algorithm engineering; data-compute efficient learning; adversarial optimization; game-theoretic learning; reinforcement learning; data-driven problem solving; explainable AI (XAI); algorithmic fairness and bias; meta-learning; physics-informed learning; applied machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Game and Decision Theory Applied to Business, Economy and Finance, 2nd Edition
edited by
submission deadline 31 Aug 2026 | Viewed by 457 | Submission Open
Keywords: game theory; decision making; rationality; mathematical modeling optimization; optimal control; machine learning
(This special issue belongs to the Section E: Applied Mathematics)
Computational and Mathematical Methods in Information Science and Engineering, 3rd Edition submission deadline 31 Aug 2026 | Viewed by 439 | Submission Open
Keywords: computational intelligence; mathematical modeling; high-dimensional data analytics; explainable AI; statistical learning physics-informed neural networks text/document analysis; optimization; complex networks; social network; software defects detection; information theory; information security and cryptography; information systems; recommendation systems; intelligent logistics; intelligent energy management; intelligent tourism
(This special issue belongs to the Section E: Applied Mathematics)
Mathematics-Based Methods in Artificial Intelligence, Pattern Recognition and Deep Learning, 3rd Edition
edited by , Cai Xu and Jinrong Cui
submission deadline 31 Aug 2026 | Viewed by 432 | Submission Open
Keywords: pattern recognition and application; deep learning; artificial intelligence; computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Numerical Analysis and High-Performance Scientific Computing
edited by Thái Anh Nhan
submission deadline 31 Aug 2026 | Viewed by 421 | Submission Open
Keywords: numerical algorithms and analysis; optimization techniques; numerical linear algebra; high-performance and parallel computing; applied and computational mathematics
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Mathematical Analysis, Applications and Technologies for IoT Networks Along with Next-Generation IoT and Its Network Security submission deadline 31 Aug 2026 | Viewed by 418 | Submission Open
Keywords: mathematic modelling of IoT networks; next-generation and advanced IoT; IoT network security; multimedia over IoT
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Stochastic Analysis of Random Field Models and Disordered Systems
edited by
submission deadline 31 Aug 2026 | Viewed by 412 | Submission Open
Keywords: stochastic dynamics and avalanche phenomena in random field models; criticality, scaling, and universality in disordered systems; probabilistic approaches to spin glasses, percolation, and related models; fluctuations, finite-size effects, and large deviation analysis; connections between stochastic processes and non-equilibrium phenomena in disordered media; interdisciplinary applications in materials science, neuroscience, and complex networks
(This special issue belongs to the Section D1: Probability and Statistics)
Recent Advances in Functional Analysis and Matrix Theory
edited by Maria Zeltser and
submission deadline 31 Aug 2026 | Viewed by 406 | Submission Open
Keywords: functional analysis; matrix theory; operator theory; Banach spaces; Hilbert spaces; spectral theory; matrix inequalities; eigenvalue problems; operator matrices; numerical linear algebra; functional equations; mathematical physics; optimization; quantum information; computational mathematics
Mathematical Approaches and Computational Techniques for Next-Generation Fuzzy Systems and Intelligent Control submission deadline 31 Aug 2026 | Viewed by 391 | Submission Open
Keywords: fuzzy control systems; multiobjective optimization; mathematical approaches; explainable AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Numerical Methods and Applications for Phase Field Models
edited by Peicheng Zhu
submission deadline 31 Aug 2026 | Viewed by 390 | Submission Open
Keywords: phase-field model; phase-field crystal model; numerical simulations; finite element method; finite difference method; spectral method; machine learning; numerical schemes based up AI technology
(This special issue belongs to the Section C: Mathematical Analysis)
New Advances in Medical Image Processing
edited by
submission deadline 31 Aug 2026 | Viewed by 388 | Submission Open
Keywords: medical image segmentation; medical image classification; multi-modal fusion; deep learning; computer-aided diagnosis
(This special issue belongs to the Section E3: Mathematical Biology)
Application of Parallel and Distributed Computing
edited by Xiaorong Li
submission deadline 31 Aug 2026 | Viewed by 387 | Submission Open
Keywords: big data; data analytics; artificial intelligence (AI)/machine learning (ML); generative AI; parallel computing; distributed systems; cloud and edge computing; high performance computing (HPC); scalable algorithms; computational science; intelligent applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Connections Between Operational Research and Decision Processes submission deadline 31 Aug 2026 | Viewed by 377 | Submission Open
Keywords: operational research; decision processes; multi-criteria decision analysis; game theory; fuzzy and stochastic models
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Mathematical Modeling for Parallel and Distributed Processing, 3rd Edition submission deadline 31 Aug 2026 | Viewed by 362 | Submission Open
Keywords: algebraic digital techniques; distributed computing; parallel processing; algorithm design; mathematical modeling; optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Bioinformatics and Mathematical Modelling, 2nd Edition submission deadline 31 Aug 2026 | Viewed by 338 | Submission Open
Keywords: bioinformatics (genome or protein) databases; molecular cell biology, cell simulation, and modeling; experimental design; clustering, classification, and association rules; interactive data exploration and discovery; search-based data analytics; big data analytics; machine learning; hidden Markov models; global optimization; dynamic programming; evolutionary computation; meta-heuristics algorithms
(This special issue belongs to the Section E3: Mathematical Biology)
Advance in Artificial Intelligence and Soft Computing with Applications
edited by Lankun Guo
submission deadline 31 Aug 2026 | Viewed by 310 | 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)
Advanced Control Systems: Theory and Applications
edited by Paolo Di Giamberardino and
submission deadline 31 Aug 2026 | Viewed by 305 | Submission Open
Keywords: advanced control; machine learning modelling; data-driven control; model predictive
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical and Probabilistic Methods in Financial Econometrics submission deadline 31 Aug 2026 | Viewed by 289 | 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)
New Advances in Low Dimensional Dynamical Systems
edited by Tali Pinsky
submission deadline 31 Aug 2026 | Viewed by 285 | Submission Open
Keywords: nonlinear dynamics; forcing relations; robust transitivity; knot theory; template theory
(This special issue belongs to the Section C2: Dynamical Systems)
Applications of Statistical Methods in Operations Research
edited by Elena Almaraz Luengo
submission deadline 31 Aug 2026 | Viewed by 278 | 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 258 | 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 2725 | 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 1734 | 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 | 2 articles | Viewed by 1216 | 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 383 | 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 | 10 articles | Viewed by 15114 | 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 4103 | 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 | 5 articles | Viewed by 4056 | 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 1857 | 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 786 | 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 336 | 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 300 | 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 288 | 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 8934 | 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 7573 | 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 5236 | 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 3524 | 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 2429 | 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 1658 | 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 | 2 articles | Viewed by 1383 | 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)
Stochastic Processes and Statistical Analysis
edited by Tiandong Wang
submission deadline 20 Sep 2026 | 1 articles | Viewed by 603 | 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)
Computing in Image Processing for Remote Sensing and Biomedical Applications, 2nd Edition submission deadline 20 Sep 2026 | Viewed by 473 | 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 402 | 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 352 | 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)
Parameterized Complexity and Approximation in Data Management
edited by
submission deadline 20 Sep 2026 | Viewed by 320 | 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 291 | 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 280 | 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 264 | 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 Structure for Biomedicine: Variational Models, PDEs, and Statistical Learning
edited by Andrej Novak and
submission deadline 28 Sep 2026 | Viewed by 360 | 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 39270 | 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)
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