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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 Statistical Machine Learning
edited by Haiyan Wang and
submission deadline 31 Aug 2026 | Viewed by 374 | Submission Open
Keywords: machine learning; data mining; advances in clustering; classification; regression; and/or applications in various domains; image or text data analysis; recommendation system; ensemble methods and applications; machine learning applications; deep learning applications; signal processing and analysis; computational complexity; techniques for big data and applications; visualization; convergence analysis; robust methods for prediction or classification of image; text; or other complex data
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Foundations of Reliability Theory with Applications in Engineering and Applied Statistics
edited by Serguei Maximov and
submission deadline 31 Aug 2026 | Viewed by 83 | Submission Open
Keywords: reliability theory; renewal processes; maintenance policies; hazard functions; asymptotic analysis; applied probability; reliability statistics; engineering applications; survival analysis; risk and uncertainty
(This special issue belongs to the Section E: Applied Mathematics)
Stochastic Analysis of Random Field Models and Disordered Systems
edited by
submission deadline 31 Aug 2026 | Viewed by 78 | 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)
Queueing Systems Models and Their Applications, 2nd Edition submission deadline 31 Aug 2026 | Viewed by 78 | Submission Open
Keywords: queueing model; Markov chain; loss probability; Laplace transform; non-homogeneous customers non-identical servers; priority queue; queues with vacations; summary volume; simulation methods
(This special issue belongs to the Section E: Applied Mathematics)
Graph-Based Machine Learning Techniques submission deadline 31 Aug 2026 | Viewed by 77 | Submission Open
Keywords: graph machine learning; graph neural networks (GNNs); message passing neural networks (MPNNs); graph transformers; graph attention networks (GAT); geometric deep learning; graph representation learning; node/edge/graph classification; link prediction; community detection; graph matching and graph kernels; graph similarity search; hypergraphs and hypergraph learning; heterogeneous information networks; dynamic/temporal graphs; knowledge graphs and reasoning; self-supervised graph learning; contrastive learning on graphs; transfer/few-shot learning on graphs; pretraining for graphs; graph generative models; molecular and materials property prediction; drug discovery and molecular design; recommender systems; financial risk and fraud detection; cybersecurity and threat intelligence; mobility; transportation; and traffic networks; power grids and infrastructure networks; scientific discovery on graphs; out-of-distribution generalization (OOD) for graphs; causal and counterfactual inference on graphs; graph anomaly detection; adversarial attacks and robustness in GML; explainability and interpretability for graph models; fairness; ethics; and responsible GML; privacy-preserving and federated graph learning; scalable/billion-scale graph learning; distributed and efficient GML systems; streaming/online and incremental graph learning; graph sampling and mini-batching; evaluation; benchmarks; and reproducibility; open datasets; code; and model cards; Foundation Models with Graphs; graph-augmented RAG and graph prompting; LLM– graph integration and tool use; neurosymbolic and logic-guided GML; energy-efficient and sustainable GML; uncertainty estimation and calibration on graphs; graph databases; querying; and storage systems; combinatorial optimization on graphs
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Adaptive Dynamic Programming and Intelligent Systems: Theory, Algorithms, and Applications
edited by and Bingchuan Wang
submission deadline 31 Aug 2026 | Viewed by 74 | Submission Open
Keywords: adaptive dynamic programming; intelligent systems; artificial intelligence; reinforcement learning; computational intelligence; autonomous decision-making; control and optimization; intelligent modeling; embodied intelligence; multi-agent systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Application of Parallel and Distributed Computing
edited by Xiaorong Li
submission deadline 31 Aug 2026 | Viewed by 73 | 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)
New Advances in Low Dimensional Dynamical Systems
edited by Tali Pinsky
submission deadline 31 Aug 2026 | Viewed by 70 | Submission Open
Keywords: nonlinear dynamics; forcing relations; robust transitivity; knot theory; template theory
(This special issue belongs to the Section C2: Dynamical Systems)
New Advances in Learning Algorithms and Optimization: Methods and Applications
edited by
submission deadline 31 Aug 2026 | Viewed by 65 | 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)
Mathematics Applied in Rock Mechanics and Mining Science
edited by
submission deadline 31 Aug 2026 | Viewed by 65 | Submission Open
Keywords: rock mechanics; numerical modeling; discontinuous mechanics; machine learning in mining science; probabilistic risk assessment; coupled processes (THMC); mine design and optimization; fracture propagation; inverse analysis; computational geometry and topology
(This special issue belongs to the Section E: Applied Mathematics)
Diversity Metrics in Combinatorial Problems submission deadline 31 Aug 2026 | Viewed by 64 | Submission Open
Keywords: diversity metrics; combinatorial optimization; metaheuristics; swarm intelligence; evolutionary algorithms; population diversity; exploration– exploitation balance; adaptive search; reinforcement learning; hybrid algorithms; diversity control; adaptive parameter tuning; diversity-based selection; algorithmic diversity; diversity-guided optimization; stochastic search; diversity indicators; fitness landscape analysis; diversity quantification; diversity in reinforcement learning; combinatorial landscapes; search space exploration; diversity-driven convergence; algorithm robustness; engineering optimization; intelligent systems
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Approaches and Computational Techniques for Next-Generation Fuzzy Systems and Intelligent Control submission deadline 31 Aug 2026 | Viewed by 58 | Submission Open
Keywords: fuzzy control systems; multiobjective optimization; mathematical approaches; explainable AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Algorithms in Natural Language Processing and Information Extraction
edited by Tianyong Hao, Guangyou Zhou, Xinyu He and
submission deadline 31 Aug 2026 | Viewed by 54 | Submission Open
Keywords: natural language processing; information extraction; text mining and knowledge discovery; large language models; named entity recognition and relation extraction; knowledge graph construction and reasoning; explainable AI; AI-driven scientific research
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Machine Learning and Mathematical Modelling for Data-Driven Discovery
edited by and Rita Gaio
submission deadline 31 Aug 2026 | Viewed by 52 | Submission Open
Keywords: machine learning; mathematical modelling; predictive modelling; explainable artificial intelligence (XAI); uncertainty quantification; data visualization; interpretability; health; social media; engineering and biological data; data-driven discovery    
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Mathematical Methods for Image Processing and Computer Vision
edited by Hongwei Mo
submission deadline 31 Aug 2026 | Viewed by 52 | Submission Open
Keywords: image processing; computer vision; mathematical modeling; optimization algorithms; partial differential equations; statistical image analysis; geometric methods; wavelet transforms; variational methods; computational imaging
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematics and Machine Learning for Intelligent Perception, Decision-Making, and Control
edited by Changdong Yu, and
submission deadline 31 Aug 2026 | Viewed by 52 | Submission Open
Keywords: mathematical modeling; deep learning; reinforcement learning; intelligent perception; computer vision; decision-making; control systems; optimization; multi-agent systems; autonomous systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in High-Precision Numerical Methods of Computational Fluid Dynamics
edited by Xiaoquan Yang and Liyue Wang
submission deadline 31 Aug 2026 | Viewed by 48 | Submission Open
Keywords: computational fluid dynamics; high-precision numerical methods; turbulent flow; aeroacoustics; artificial intelligence
(This special issue belongs to the Section E: Applied Mathematics)
Game and Decision Theory Applied to Business, Economy and Finance, 2nd Edition
edited by
submission deadline 31 Aug 2026 | Viewed by 48 | 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)
Numerical Methods for Fluid Dynamics
edited by
submission deadline 31 Aug 2026 | Viewed by 48 | Submission Open
Keywords: numerical algorithms; computational fluid dynamics; fluid– structure interaction; turbulence modeling; multiphase flows
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Algorithms in Multimodal Affective Computing
edited by
submission deadline 31 Aug 2026 | Viewed by 47 | Submission Open
Keywords: emotion recognition; multimodal learning; affective computing; deep learning for affect analysis; sentiment analysis across modalities; machine learning in human– computer interaction; emotion understanding systems; data fusion in affective computing; real-time emotion inference; ethical ai in emotional intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Quantum Information and Quantum Computing
edited by
submission deadline 31 Aug 2026 | Viewed by 44 | Submission Open
Keywords: quantum algorithms; applications of quantum algorithms; hybrid quantum– classical algorithms; quantum artificial intelligence; quantum machine learning; applications of quantum machine learning; constructing quantum computer; quantum computing structure; quantum error correction; quantum error mitigation; quantum information theory; quantum key distribution
(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 43 | 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 Bioinformatics and Mathematical Modelling, 2nd Edition submission deadline 31 Aug 2026 | Viewed by 43 | 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)
Evolutionary Algorithms and Mathematical Optimization with Applications
edited by and
submission deadline 31 Aug 2026 | Viewed by 41 | Submission Open
Keywords: evolutionary computation; mathematical optimization; multi/many-objective optimization; decision making; combinatorial optimization; metaheuristics; data-driven optimization
(This special issue belongs to the Section E: Applied Mathematics)
Evolutionary Algorithms, Optimization, and Data Mining with Applications
edited by
submission deadline 31 Aug 2026 | Viewed by 36 | Submission Open
Keywords: genetic algorithms; genetic programming; gene expression programming; schema theory; building block; fitness function; system optimization; large language models; differential evolution; hybrid algorithms
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modeling for Parallel and Distributed Processing, 3rd Edition submission deadline 31 Aug 2026 | Viewed by 30 | 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)
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 30 | 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)
Computational and Mathematical Methods in Information Science and Engineering, 3rd Edition submission deadline 31 Aug 2026 | Viewed by 30 | 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 systems; recommendation systems; intelligent logistics; intelligent energy management; intelligent tourism
(This special issue belongs to the Section E: Applied Mathematics)
Deep Learning Algorithms for Computer Vision and Image Processing
edited by
submission deadline 31 Aug 2026 | Viewed by 26 | Submission Open
Keywords: deep learning; transfer learning; self-supervised learning; medical image analysis; 3D image processing; convolutional neural networks; transformer; multimodal large language models            
(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 26 | 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)
Mathematical Optimization and Control: Methods and Applications, 2nd Edition submission deadline 31 Aug 2026 | Viewed by 23 | Submission Open
Keywords: genetic optimization; bat optimization; butterfly optimization; grey wolf optimization; particle swarm optimization; ant colony optimization; bee colony optimization; bayesian optimization; continuous optimization; discrete optimization; adaptive control; neural network control; fuzzy control; backstepping control; feedback control; sliding mode control; robust control; observer-based control; nonlinear control; intelligent control; model predictive control; optimal control; other alternative optimization or control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advanced Control Systems: Theory and Applications
edited by Paolo Di Giamberardino and
submission deadline 31 Aug 2026 | Viewed by 16 | Submission Open
Keywords: advanced control; machine learning modelling; data-driven control; model predictive
(This special issue belongs to the Section C2: Dynamical Systems)
Theoretical and Applied Mathematics in Supply Chain Management, 2nd Edition
edited by
submission deadline 31 Aug 2026 | Viewed by 15 | Submission Open
Keywords: LARG— lean; agile; resilient; and green; supply chain modelling and optimisation; demand forecasting; inventory management; logistics and transportation; reverse and closed-loop supply chains; supply chain coordination
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Connections Between Operational Research and Decision Processes submission deadline 31 Aug 2026 | Viewed by 15 | 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)
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 14 | 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)
Recent Advances in Functional Analysis and Matrix Theory
edited by Maria Zeltser and
submission deadline 31 Aug 2026 | Viewed by 9 | 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
(This special issue belongs to the Section E6: Functional Interpolation)
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 3 | 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)
Computational Statistics: Analysis and Applications for Mathematics submission deadline 31 Aug 2026 | Submission Open
Keywords: applied statistics; advanced statistical models and algorithms for big data; machine learning; statistical process control; fault detection; industrial statistics; predictive analytics; time series analysis; machine learning methodologies; applications of computational statistics in various industries; computer-intensive statistical methods; advanced data analytics; big data; bayesian computing; robust estimation and inference; monparametric and semiparametric techniques; computational finance; meta-analysis; circular statistics; mathematical statistics; statistical modeling; sampling techniques
(This special issue belongs to the Section D1: Probability and Statistics)
Chemotaxis Models and Their Applications in Biology
edited by
submission deadline 31 Aug 2026 | Submission Open
Keywords: chemotaxis; PDE models; mathematical biology; cell migration; signal transduction
(This special issue belongs to the Section E3: Mathematical Biology)
Mathematical and Quantitative Methods in Finance and Forecasting
edited by
submission deadline 31 Aug 2026 | Submission Open
Keywords: mathematical finance; financial forecasting; quantitative modeling; time-series analysis; econometric methods; machine learning in finance; stochastic modeling; derivative pricing and risk management; commodity and carbon markets
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Machine Learning and Intelligent Systems
edited by Salman Khalid and
submission deadline 31 Aug 2026 | 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
(This special issue belongs to the Section E: Applied Mathematics)
Advances in High-Dimensional Scientific Computing
edited by
submission deadline 10 Sep 2026 | 1 articles | Viewed by 651 | 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)
Foundations of Computational Linguistics: Theory, Methods, and Applications
edited by
submission deadline 10 Sep 2026 | Viewed by 38 | 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)
Advanced Algorithms for Multi-Modal Learning, Knowledge Graphs, and Trustworthy AI
edited by Honghui Xu
submission deadline 10 Sep 2026 | Viewed by 13 | 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)
Differential Equations and Eigenvalue Problems with Application
edited by
submission deadline 15 Sep 2026 | Viewed by 30 | 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)
Computational Approaches to AI Safety and Autonomous Driving
edited by Jinlai Zhang
submission deadline 15 Sep 2026 | Viewed by 14 | 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)
Intelligent Robots Control and Navigation and Their Mathematical Methods and Insights submission deadline 20 Sep 2026 | 3 articles | Viewed by 5518 | 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)
Modeling, Control and Optimization of Biological Systems
edited by
submission deadline 20 Sep 2026 | 1 articles | Viewed by 901 | 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 Fluid Dynamics and Wave Interaction Phenomena submission deadline 20 Sep 2026 | 1 articles | Viewed by 492 | 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 Methods and Applications of Deep Learning in Medicine
edited by , Qiujie Lv and
submission deadline 20 Sep 2026 | Viewed by 35 | 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)
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