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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 and Perspectives of Neural Networks
edited by
submission deadline 31 Aug 2026 | 1 articles | Viewed by 2985 | Submission Open
Keywords: edge and embedded neural networks; IoT aware neural architectures; hardware accelerators for neural networks; neural networks in cybersecurity; industrial automation with neural networks; predictive maintenance networks; neuromorphic computing
(This special issue belongs to the Section E: Applied Mathematics)
Mathematics Applied in Rock Mechanics and Mining Science
edited by
submission deadline 31 Aug 2026 | 3 articles | Viewed by 2806 | 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)
Advances in Control Theory and Applications in Energy Systems
edited by , , Guangming Lang and Yanjian Peng
submission deadline 31 Aug 2026 | 3 articles | Viewed by 2157 | Submission Open
Keywords: energy systems; grid stability; advanced control; adaptive control; machine learning-based techniques; dynamic optimization
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Modeling of Complex Entangled Structures submission deadline 31 Aug 2026 | 1 articles | Viewed by 2061 | Submission Open
Keywords: knot theory; knot classification; mathematical modeling; computational topology; applications in biology, chemistry, and physics; periodic entanglements and fabric structures; low-dimensional topology
(This special issue belongs to the Section B: Geometry and Topology)
Evolutionary Computation, Optimization, and Their Applications
edited by , Bingchuan Wang, Zhiming Dong and Shaolong Shi
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1916 | Submission Open
Keywords: evolutionary computation; optimization algorithms; multiobjective optimization; large-scale systems; AI-driven applications
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Mathematical Methods for Machine Learning in Biomedical Applications
edited by and
submission deadline 31 Aug 2026 | 2 articles | Viewed by 1882 | Submission Open
Keywords: machine learning; biomedical data analysis; computational modeling; multimodal learning; data imbalance; algorithmic fairness; graph neural networks; feature extraction; mathematical methods in biomedicine
(This special issue belongs to the Section E3: Mathematical Biology)
Computational Models in Insurance and Financial Mathematics
edited by Linyi Qian and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1807 | Submission Open
Keywords: stochastic optimization in financial risk management; computational methods for insurance modeling; machine learning in financial mathematics; risk assessment models in innovation financing; computational techniques for intellectual property insurance; numerical approaches for pricing and evaluating insurance policies; policy impact analysis using computational models
(This special issue belongs to the Section E5: Financial Mathematics)
Simulation and Control in Engineering: Models, Algorithms, and Applications
edited by Luis Arturo Reyes-Osorio, and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1778 | Submission Open
Keywords: engineering simulation; control systems; mathematical modeling; optimization algorithms; artificial intelligence in control; machine learning for control; modeling and control of autonomous systems; control of multiagent systems
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical and Computational Modelling in Empirical and Applied Science
edited by , and Alberto Lanconelli
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1749 | Submission Open
Keywords: deterministic and stochastic modeling and simulation in empirical and applied sciences; computational methods in natural, social, and applied sciences; artificial intelligence in biomathematics, biomedical imaging, and healthcare applications; mathematical modelling for bioscience data integration; optimization methods for computational system biology; big data analysis and their numerical treatment; computational approaches for multi-omics data; symbolic and numerical computation
Graph-Based Machine Learning Techniques submission deadline 31 Aug 2026 | Viewed by 1425 | 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)
Complex System Dynamics and Mathematical Biology
edited by Song Feng
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1411 | Submission Open
Keywords: complex biological systems; dynamical systems; nonlinear dynamics; hypergraphs; network science; computational methods; multi-scale modeling; biological networks; mathematical modeling
(This special issue belongs to the Section E3: Mathematical Biology)
Advances in Mathematical Finance and Insurance submission deadline 31 Aug 2026 | 3 articles | Viewed by 1327 | Submission Open
Keywords: mathematical finance; insurance; probability theory; stochastic analysis; mathematical statistics; climate risk; energy risk; fintech and cyber risk
(This special issue belongs to the Section E5: Financial Mathematics)
Evolutionary Algorithms, Optimization, and Data Mining with Applications
edited by
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1230 | 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)
Distributed Systems: Algorithms, Methods, and Applications
edited by Pier Luca Montessoro and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1172 | Submission Open
Keywords: applied cryptography; cloud computing; computer networks; distributed algorithms; distributed control systems; distributed systems; distributed system security; information security; Internet of Things (IoT); networking algorithms; optimization techniques; performance evaluation; privacy-enhancing technologies; privacy-preserving data sharing and exchange
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Computational Structural Engineering and Computational Mathematics
edited by and
submission deadline 31 Aug 2026 | Viewed by 1134 | Submission Open
Keywords: computational structural analysis; numerical methods in engineering; algorithmic design; structural optimization; computational fluid dynamics (CFD); data-driven modelling in engineering; machine learning applications in structural engineering; finite element analysis (FEA); high-performance computational engineering; mathematical modelling in civil engineering; stochastic models for structural engineering; nonlinear dynamics in structural systems; computational geomechanics; high-performance computing for simulations; structural dynamics; structural health monitoring
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Geostatistics and Data Analysis: Novel Mathematical Methods and Their Applications
edited by , Weisheng Hou and Shaoqun Dong
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1040 | Submission Open
Keywords: geostatistics; stochastic simulation; multiple-point statistics; spatial–temporal modeling; high-dimensional data analysis; machine learning
(This special issue belongs to the Section D1: Probability and Statistics)
Evolutionary Algorithms and Mathematical Optimization with Applications
edited by and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 968 | 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)
Advances in Mathematical Methods for Image Processing and Computer Vision
edited by Hongwei Mo
submission deadline 31 Aug 2026 | 1 articles | Viewed by 962 | 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)
Queueing Systems Models and Their Applications, 2nd Edition submission deadline 31 Aug 2026 | 1 articles | Viewed by 792 | 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)
Computational Approaches to Control Systems: Methods and Applications
edited by Yuan Zhang and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 710 | Submission Open
Keywords: computational methods; control systems; optimization algorithms; data-driven control; machine learning (ML); model predictive control (MPC); distributed optimization; graph theory; reinforcement learning; system complexity
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Models and Methods of Scheduling Theory, 2nd Edition
edited by
submission deadline 31 Aug 2026 | Viewed by 573 | Submission Open
Keywords: scheduling theory; operation research; mathematics; computer science; management; flow shop scheduling; network problems; machine sequencing problems
(This special issue belongs to the Section E: Applied Mathematics)
New Advances in Learning Algorithms and Optimization: Methods and Applications
edited by
submission deadline 31 Aug 2026 | Viewed by 507 | 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)
Adaptive Dynamic Programming and Intelligent Systems: Theory, Algorithms, and Applications
edited by and Bingchuan Wang
submission deadline 31 Aug 2026 | Viewed by 501 | 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)
Computational and Mathematical Methods in Information Science and Engineering, 3rd Edition submission deadline 31 Aug 2026 | Viewed by 483 | 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)
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 474 | 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)
Advances in Numerical Analysis and High-Performance Scientific Computing
edited by Thái Anh Nhan
submission deadline 31 Aug 2026 | Viewed by 466 | 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)
Advanced Control Systems: Theory and Applications
edited by Paolo Di Giamberardino and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 464 | Submission Open
Keywords: advanced control; machine learning modelling; data-driven control; model predictive
(This special issue belongs to the Section C2: Dynamical Systems)
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 461 | 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)
Stochastic Analysis of Random Field Models and Disordered Systems
edited by
submission deadline 31 Aug 2026 | Viewed by 439 | 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)
Numerical Methods and Applications for Phase Field Models
edited by Peicheng Zhu
submission deadline 31 Aug 2026 | Viewed by 422 | 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)
Mathematical Approaches and Computational Techniques for Next-Generation Fuzzy Systems and Intelligent Control submission deadline 31 Aug 2026 | Viewed by 421 | Submission Open
Keywords: fuzzy control systems; multiobjective optimization; mathematical approaches; explainable AI
(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 412 | 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 Medical Image Processing
edited by
submission deadline 31 Aug 2026 | Viewed by 409 | 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)
Mathematical Modeling for Parallel and Distributed Processing, 3rd Edition submission deadline 31 Aug 2026 | Viewed by 405 | 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)
Connections Between Operational Research and Decision Processes submission deadline 31 Aug 2026 | Viewed by 403 | 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)
New Advances in Bioinformatics and Mathematical Modelling, 2nd Edition submission deadline 31 Aug 2026 | Viewed by 374 | 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)
Applications of Statistical Methods in Operations Research
edited by Elena Almaraz Luengo
submission deadline 31 Aug 2026 | Viewed by 341 | 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)
Advance in Artificial Intelligence and Soft Computing with Applications
edited by Lankun Guo
submission deadline 31 Aug 2026 | Viewed by 334 | 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 306 | Submission Open
Keywords: nonlinear dynamics; forcing relations; robust transitivity; knot theory; template theory
(This special issue belongs to the Section C2: Dynamical Systems)
Advances in Cryptology and Number Theory
edited by Janusz Kazimierz Szmidt
submission deadline 31 Aug 2026 | Viewed by 277 | 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 2873 | 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 1800 | 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 | 4 articles | Viewed by 1543 | 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 409 | 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 15777 | 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 | 4 articles | Viewed by 4461 | 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 4288 | 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 2024 | 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 874 | 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)
Differential Equations and Eigenvalue Problems with Application
edited by
submission deadline 15 Sep 2026 | 1 articles | Viewed by 442 | 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)
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