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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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Application of Parallel and Distributed Computing

edited by Xiaorong Li

submission deadline 31 Aug 2026 | Viewed by 65 | 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)

Stochastic Analysis of Random Field Models and Disordered Systems

edited by

Sanja Janićević

submission deadline 31 Aug 2026 | Viewed by 58 | 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)

Mathematical Foundations of Reliability Theory with Applications in Engineering and Applied Statistics

edited by Serguei Maximov and

Francisco Rivas-Dávalos

submission deadline 31 Aug 2026 | Viewed by 58 | 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)

Queueing Systems Models and Their Applications, 2nd Edition

edited by

Oleg Tikhonenko

and

Marcin Ziółkowski

submission deadline 31 Aug 2026 | Viewed by 56 | 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)

New Advances in Low Dimensional Dynamical Systems

edited by Tali Pinsky

submission deadline 31 Aug 2026 | Viewed by 52 | Submission Open

Keywords: nonlinear dynamics; forcing relations; robust transitivity; knot theory; template theory

(This special issue belongs to the Section C2: Dynamical Systems)

Adaptive Dynamic Programming and Intelligent Systems: Theory, Algorithms, and Applications

edited by

Xian-Bing Meng

and Bingchuan Wang

submission deadline 31 Aug 2026 | Viewed by 43 | 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)

New Advances in Learning Algorithms and Optimization: Methods and Applications

edited by

Himanshu Buckchash

submission deadline 31 Aug 2026 | Viewed by 41 | 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)

Advanced Algorithms in Natural Language Processing and Information Extraction

edited by Tianyong Hao, Guangyou Zhou, Xinyu He and

Lu Xiang

submission deadline 31 Aug 2026 | Viewed by 31 | 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)

Diversity Metrics in Combinatorial Problems

edited by

José Lemus-Romani

Gino Astorga

and

Marcelo Becerra

submission deadline 31 Aug 2026 | Viewed by 28 | 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)

Graph-Based Machine Learning Techniques

edited by

Zsolt Tibor Kosztyán

submission deadline 31 Aug 2026 | Viewed by 27 | 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)

Advances in Mathematical Methods for Image Processing and Computer Vision

edited by Hongwei Mo

submission deadline 31 Aug 2026 | Viewed by 26 | 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)

Advances in High-Precision Numerical Methods of Computational Fluid Dynamics

edited by Xiaoquan Yang and Liyue Wang

submission deadline 31 Aug 2026 | Viewed by 26 | 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)

Advance in Artificial Intelligence and Soft Computing with Applications

edited by Lankun Guo

submission deadline 31 Aug 2026 | Viewed by 25 | 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

edited by

Lyudmila Todorova

and

Olympia Roeva

submission deadline 31 Aug 2026 | Viewed by 25 | 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)

Advanced Algorithms in Multimodal Affective Computing

edited by

Sijie Mai

submission deadline 31 Aug 2026 | Viewed by 24 | 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)

Mathematical Approaches and Computational Techniques for Next-Generation Fuzzy Systems and Intelligent Control

edited by

Boriana Vatchova

and

Raheleh Jafari

submission deadline 31 Aug 2026 | Viewed by 22 | Submission Open

Keywords: fuzzy control systems; multiobjective optimization; mathematical approaches; explainable AI

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Evolutionary Algorithms, Optimization, and Data Mining with Applications

edited by

Zhengwen Huang

submission deadline 31 Aug 2026 | Viewed by 21 | 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)

Numerical Methods for Fluid Dynamics

edited by

Shang-Gui Cai

submission deadline 31 Aug 2026 | Viewed by 12 | 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)

Mathematics Applied in Rock Mechanics and Mining Science

edited by

Peng Li

submission deadline 31 Aug 2026 | Viewed by 12 | 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)

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 9 | 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)

Game and Decision Theory Applied to Business, Economy and Finance, 2nd Edition

edited by

Ivan Arraut

submission deadline 31 Aug 2026 | Viewed by 9 | 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)

Mathematical Modeling for Parallel and Distributed Processing, 3rd Edition

edited by

and

submission deadline 31 Aug 2026 | Viewed by 8 | 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)

Advanced Control Systems: Theory and Applications

edited by Paolo Di Giamberardino and

Daniela Iacoviello

submission deadline 31 Aug 2026 | Viewed by 6 | Submission Open

Keywords: advanced control; machine learning modelling; data-driven control; model predictive

(This special issue belongs to the Section C2: Dynamical Systems)

Evolutionary Algorithms and Mathematical Optimization with Applications

edited by

Rui Wang

and

Shi Cheng

submission deadline 31 Aug 2026 | Viewed by 3 | 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)

Mathematics and Machine Learning for Intelligent Perception, Decision-Making, and Control

edited by Changdong Yu,

Xiao Liang

and

Xiaojie Sun

submission deadline 31 Aug 2026 | 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)

Recent Advances in Quantum Information and Quantum Computing

edited by

Younghun Kwon

submission deadline 31 Aug 2026 | 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)

Foundations of Computational Linguistics: Theory, Methods, and Applications

edited by

Jie Zhou

submission deadline 10 Sep 2026 | Viewed by 2 | 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)

Differential Equations and Eigenvalue Problems with Application

edited by

Jiangang Qi

submission deadline 15 Sep 2026 | Viewed by 8 | 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 Probability Theory and Stochastic Analysis

edited by Paramahansa Pramanik

submission deadline 30 Sep 2026 | 3 articles | Viewed by 3865 | 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

edited by

Mohammed Salah Abdelouahab

and

René Lozi

submission deadline 30 Sep 2026 | 1 articles | Viewed by 1346 | Submission Open

Keywords: dynamical systems; stability; bifurcation; chaos; computational methods; interdisciplinary modeling

(This special issue belongs to the Section C2: Dynamical Systems)

Recent Advances in Graph and Hypergraph: Theories, Models and Applications

edited by

Yong Zhang

submission deadline 30 Sep 2026 | 1 articles | Viewed by 277 | Submission Open

Keywords: graph theory; hypergraph theory; graph construction; hypergraph construction; graph neural networks; hypergraph neural networks; graph/hypergraph in computer vision; graph/hypergraph-based natural language processing; graph/hypergraph in spatiotemporal modeling; graph/hypergarph-based recommendation systems; LLM with graph/hypergraph

(This special issue belongs to the Section E1: Mathematics and Computer Science)

New Trends in Geometric Group Theory and Geometric Topology

edited by Yong Hou and Peter B. Shalen

submission deadline 30 Sep 2026 | Viewed by 160 | Submission Open

Keywords: JSJ decomposition; profinite rigidity; infinite packing; embedding of groups; outer space and outer limit; group growth; quasi-isometry; hierarchical hyperbolic; acylindrical hyperbolic; amenability; complex of groups; cubulations; higher rank groups and higher Teichmuller theory; thin group; Heegaard Floer theory

(This special issue belongs to the Section B: Geometry and Topology)

Development and Revision of Mathematical Models in Nonlocal Elasticity

edited by

Gennadi Mikhasev

and

Danila Prikazchikov

submission deadline 30 Sep 2026 | Viewed by 106 | Submission Open

Keywords: nonlocal elasticity; boundary value problems; waves; multiphysics; asymptotic

(This special issue belongs to the Section E: Applied Mathematics)

Mathematical and Computational Methods for Image Processing and Pattern Recognition

edited by

Ting Lan

submission deadline 30 Sep 2026 | Viewed by 61 | Submission Open

Keywords: image processing; pattern recognition; visual computing; data fusion; mathematical modeling; neural network; deep learning; machine learning

Computer Networks and Distributed Systems

edited by

Weibei Fan

, Xiaoyan Li, Mengjie Lv and Zhijie Han

submission deadline 30 Sep 2026 | Viewed by 7 | Submission Open

Keywords: fault tolerance; congestion control; resource optimization; algorithm; data center network; cloud computing; parallel and distributed systems

(This special issue belongs to the Section E: Applied Mathematics)

Mathematical Methods of Astrophysics and Space Science

edited by Edward A. Belbruno and James Lauer Green

submission deadline 1 Oct 2026 | Viewed by 320 | Submission Open

Keywords: dynamical systems; planetary science; space science; astrophysics; comets; rogue planets; dark matter; solar system; weak capture dynamics; planet X; magnetohydrodynamics; chaos theory; permanent capture; Kuiper belt; galaxy; N-body problem; star formation and dynamics; topological methods

(This special issue belongs to the Section C2: Dynamical Systems)

Applied Mathematics in Nonlinear Dynamics and Chaos, 2nd Edition

edited by

Inna Samuilik

submission deadline 31 Oct 2026 | Viewed by 33 | Submission Open

Keywords: nonlinear dynamics; bifurcation theory; chaos theory; irregular attractors; control theory; complex systems; numerical methods for dynamic systems; modeling and technology for dynamic systems in science and engineering

(This special issue belongs to the Section C2: Dynamical Systems)

Computational Intelligence and Data Analysis

edited by

Jing Cheng

, Hongping Ren and Ying Li

submission deadline 31 Oct 2026 | Viewed by 19 | Submission Open

Keywords: applied intelligence; data analysis; natural language processing; large language model; deep learning; optimization algorithm; computer vision; application

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Applied Mathematics in Engineering Problems and Topology Optimization

edited by

Yongfeng Zheng

and

Hao Li

submission deadline 31 Oct 2026 | Viewed by 18 | Submission Open

Keywords: mathematical modeling; structural optimization; efficient solving; gradient algorithms; data-driven and processing; data mining

(This special issue belongs to the Section E2: Control Theory and Mechanics)

Information-Induced Geometries in Statistics, Data Analysis, and Applied Research

edited by

Josep Maria Oller

and

David Bernal-Casas

submission deadline 20 Nov 2026 | 1 articles | Viewed by 782 | Submission Open

Keywords: information; positive-definite kernel; information geometry; intrinsic statistical data analysis; principle of minimum loss of Fisher information; variational principles; quantum mechanics; Bayes theorem

(This special issue belongs to the Section D1: Probability and Statistics)

Advances in Fuzzy Rough Sets and Intelligent Computing

edited by Wentao Li,

Chao Zhang

and

Tao Zhan

submission deadline 31 Dec 2026 | 1 articles | Viewed by 882 | Submission Open

Keywords: fuzzy rough sets; intelligent computing; machine learning; decision support systems; multi-criteria decision making

(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)

Statistical Analysis and Data Science for Complex Data, 2nd Edition

edited by

Li-pang Chen

submission deadline 31 Dec 2026 | Viewed by 56 | Submission Open

Keywords: algorithm; big data; high dimensionality; noisy data

(This special issue belongs to the Section D1: Probability and Statistics)

Advances in Biostatistics and Bioinformatics

edited by

Bowen Liu

and

Md Nahid Hasan

submission deadline 31 Dec 2026 | Viewed by 23 | Submission Open

Keywords: biostatistics; bioinformatics; machine learning; deep learning; statistical learning; data mining; genomic data analysis; epidemiology; personalized medicine; public health; statistical methods and AI in medical research; statistical methods and AI in epidemiology

(This special issue belongs to the Section D1: Probability and Statistics)

Displaying special issue 1101-1150 on page 23 of 23.

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