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Algorithms 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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Generative AI Meets Agent-Based Modelling and Simulation

edited by

Ender Özcan

and Peer-Olaf Siebers

submission deadline 31 Dec 2026 | 1 articles | Viewed by 650 | Submission Open

Keywords: generative AI; agent-based modelling (ABM); large language models (LLM); LLM-augmented ABM; computational social science; complex systems simulation; cognitive agents; code generation; human-like reasoning; verification and validation; emergent behaviour; decision support; optimisation; cross-disciplinary research; responsible AI development

(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)

Algorithms and Innovations for Real-Time Processing in Streaming Systems and Applications

edited by

Vishnu S. Pendyala

submission deadline 31 Dec 2026 | Viewed by 642 | Submission Open

Keywords: stream processing; real-time analytics; event-driven computation

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Machine Learning Techniques for Social Media Data Analysis

edited by

Liviu-Adrian Cotfas

submission deadline 31 Dec 2026 | Viewed by 479 | Submission Open

Keywords: social media data analysis; machine learning; deep learning; natural language processing; sentiment analysis; opinion mining; user behavior modeling; social network analysis; misinformation and fake news detection; multimodal data analysis; predictive analytics; explainable artificial intelligence (XAI); ethical and responsible AI; big data analytics

(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)

Advanced Predictive Control Algorithms for Electric Drives

edited by

Manuel R. Arahal

and

Manuel G. Satué

submission deadline 31 Dec 2026 | 1 articles | Viewed by 423 | Submission Open

Keywords: model-based predictive control; variable speed drives; control tuning

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Next-Generation Physics-Informed Neural Network Approaches for Engineering Applications: Theory, Algorithms, and Simulations

edited by

Aliki D. Mouratidou

and

Georgios Ε Stavroulakis

submission deadline 31 Dec 2026 | Viewed by 373 | Submission Open

Keywords: physics-informed neural network approaches; Kolmogorov– Arnold-Informed neural networks; deep operator neural network; partial differential equations; deep learning; computational algorithms; numerical simulation; programming code development

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Algorithmic Bias and Fairness in Academic Publishing: Detection, Mitigation, and Ethical Practices

edited by

Norita Ahmad

submission deadline 31 Dec 2026 | Viewed by 315 | Submission Open

Keywords: algorithmic bias; fairness in machine learning; scholarly publishing; peer review systems; research evaluation algorithms; citation and impact metrics; responsible AI; explainable and transparent algorithms; data ethics in academia; debiasing techniques

Modelization and Numerical Methods in Science and Engineering

edited by

Alicia Cordero

Juan Ramón Torregrosa Sánchez

and

Ramandeep Behl

submission deadline 31 Dec 2026 | Viewed by 282 | Submission Open

Keywords: mathematical modeling; numerical algorithms; optimization techniques; AI/ML integration; data-driven modeling; high-performance computing; numerical simulation; interdisciplinary engineering applications

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

AI-Driven Optimization for Sustainable Edge-Cloud Continuum

edited by

Zhou Zhou

Jemal Abawajy

and

Zhongsheng Wang

submission deadline 31 Dec 2026 | Viewed by 273 | Submission Open

Keywords: edge computing; artificial intelligence; federated learning; resource optimization; task scheduling; energy efficiency; 5G/6G networks; IoT systems; privacy-preserving computing; secure edge computing

(This special issue belongs to the Section Combinatorial Optimization, Graph, and Network Algorithms)

Data Analytics, Algorithms and Artificial Intelligence in Transport, Finance and Healthcare

edited by

Angel A. Juan

and

Javier Panadero

submission deadline 31 Dec 2026 | Viewed by 247 | Submission Open

Keywords: business analytics; artificial intelligence; industrial optimization; computing and algorithm design

(This special issue belongs to the Section Randomized, Online, and Approximation Algorithms)

Large Language Models and Beyond: Multimodal and Agentic Intelligence

edited by Chen-Kuo Chiang

submission deadline 31 Dec 2026 | Viewed by 215 | Submission Open

Keywords: large language models; multimodal intelligence; agentic AI; LLM-based agents; vision– language models; multimodal reasoning; autonomous agents; tool-augmented AI; multi-agent systems

(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)

Algorithmic Foundations for Blockchain-Enabled AI, Data Governance, and Secure Distributed Systems

edited by

Mansoor Ahmed

submission deadline 31 Dec 2026 | Viewed by 188 | Submission Open

Keywords: algorithms; blockchain; artificial intelligence; data governance; data protection; privacy and security; decentralized and distributed systems; consensus and cryptographic protocols; mobile and edge computing; trustworthy autonomous systems

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Data Science and Machine Learning for Environmental Monitoring and Intelligent Analysis

edited by

Edgar Tello-Leal

and

Bárbara A. Macías-Hernández

submission deadline 31 Dec 2026 | Viewed by 188 | Submission Open

Keywords: machine learning; environmental monitoring; air quality prediction; data science; Internet of Things (IoT); low-cost sensors; predictive modelling

(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)

Integrating Artificial Intelligence, Databases, and Software Engineering for Intelligent Systems

edited by

Nikolaos Papadakis

submission deadline 31 Dec 2026 | Viewed by 162 | Submission Open

Keywords: artificial intelligence; software engineering; intelligent systems; advanced AI techniques; database systems; decision-making

(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)

Deep Learning Methods and Applications

edited by

Feng-Cheng Lin

submission deadline 31 Dec 2026 | Viewed by 161 | Submission Open

Keywords: deep learning; multimodal AI; agentic AI; federated learning; edge AI; vision-language models; domain-specific models; explainable AI; trustworthy AI; applied computing

(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)

Intelligent Optimization and Control for Industrial Information Integration and Decision Analysis

edited by Zhenhua Cai, Lijie Li and

Pan Wang

submission deadline 31 Dec 2026 | Viewed by 127 | Submission Open

Keywords: intelligent optimization and control; industrial information integration; decision analysis; multi-objective optimization; machine learning

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Advanced Data-Driven Techniques in Process Mining and Choreography

edited by

Edgar Tello-Leal

and

Sally McClean

submission deadline 31 Dec 2026 | Viewed by 79 | Submission Open

Keywords: process mining; process choreography; data-driven discovery; conformance checking; event log analysis; collaborative BPM; inter-organizational processes

(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)

Learning-Based Algorithms for Robotic Systems

edited by Songyan Niu, Yuchen Wei and Zhenghao Li

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

Keywords: learning-based robotics; robot control and autonomy; robotic manipulation; actuators and motor design; embodied intelligence; multi-agent robotic systems

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Advances and Applications of Artificial Intelligence in Transport Engineering and Planning

edited by

Jianqing Wu

, Qiang Wu and

Cheng Zhang

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

Keywords: artificial intelligence; transport engineering and planning; large language models (LLMs); generative AI; deep reinforcement learning; spatio-temporal modeling; time-series forecasting; multi-source data fusion; intelligent transportation systems (ITS); explainable AI

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Lightweight and AI-Driven Cybersecurity Algorithms for IoT Networks

edited by

Izhar Ahmed Khan

and Junaid Akram

submission deadline 1 Jan 2027 | Viewed by 99 | Submission Open

Keywords: IoT security algorithms; lightweight cryptography; anomaly detection; federated learning; intrusion detection; blockchain; ML; AI

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Swarm Intelligence and Evolutionary Algorithms for Real World Applications (3rd Edition)

edited by

Mohammad Majid al-Rifaie

submission deadline 31 Jan 2027 | 2 articles | Viewed by 1198 | Submission Open

Keywords: swarm intelligence; evolutionary computation; large-scale optimisation; multi-objective optimisation; complex systems; hybridisation; premature convergence; stagnation; particle swarm optimisation; differential evolutionary; genetic algorithms; dispersive flies optimisation; ant colony optimisation

(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)

Optimization and Evaluation Methods for Complex Transportation Systems

edited by

Ming Wei

and Bo Sun

submission deadline 31 Jan 2027 | Viewed by 154 | Submission Open

Keywords: the optimization model for transportation management; innovative intelligent algorithms for solving transportation optimization models; the future of traffic system prediction; innovative evaluation methods and case studies for transportation systems

(This special issue belongs to the Section Combinatorial Optimization, Graph, and Network Algorithms)

AI-Enabled Security for IoT Communications

edited by Wael Elmedany

submission deadline 31 Jan 2027 | Viewed by 115 | Submission Open

Keywords: AI security; IoT communications; machine learning; deep learning; intrusion detection; anomaly detection; privacy; blockchain; trust management; cybersecurity

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Application of Algorithms in Data Mining

edited by

Farrukh Saleem

submission deadline 31 Jan 2027 | Viewed by 11 | Submission Open

Keywords: data mining; machine learning; data visualisation; big data analytics; text mining; social media analysis; predictive models; internet of things; cloud computing; data privacy and security

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Software Engineering for Intelligent Systems

edited by

Piotr Kosiuczenko

submission deadline 1 Feb 2027 | Viewed by 142 | Submission Open

Keywords: software engineering for AI; artificial intelligence; system safety and reliability; testing AI systems; software architecture and models; graphical models for AI

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Next-Generation Recommender Systems: Collective Intelligence and Multi-Agent AI

edited by

Raciel Yera

and Francisco J. Quesada Real

submission deadline 15 Mar 2027 | Viewed by 170 | Submission Open

Keywords: recommender systems; multi-agent systems; collective intelligence; generative AI; distributed ledger technologies; algorithmic fairness; user-centered AI; trustworthy systems

(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)

Bioinformatic Networks

edited by

Jesper Jansson

submission deadline 31 Mar 2027 | Viewed by 266 | Submission Open

Keywords: network reconstruction; network analysis; comparison; and visualization; network simplification; gene regulatory networks; cell signaling networks; protein– protein interaction networks; metabolic networks; Bayesian networks; phylogenetic networks; food webs

(This special issue belongs to the Section Analysis of Algorithms and Complexity Theory)

Advances in Planning and Scheduling Theory

edited by Frank Werner and

Alexandre Dolgui

submission deadline 31 Mar 2027 | Viewed by 161 | Submission Open

Keywords: scheduling and planning in manufacturing systems; scheduling for segments of supply chains; scheduling approaches in logistics; transport; and energy management; scheduling for cloud computing and IOT; resource-constrained project scheduling problems; assembly line balancing and scheduling; multi-criteria scheduling; just-in-time and real-time scheduling; enumerative; approximate and heuristic algorithms; artificial intelligence tools for scheduling and planning; coupling machine-learning with operations research techniques; application of neural networks to scheduling and planning problems; AI-driven scheduling and planning in different applications

(This special issue belongs to the Section Combinatorial Optimization, Graph, and Network Algorithms)

Applications of Image Recognition Algorithms

edited by

Christine Dewi

and Francesco Cauteruccio

submission deadline 1 Apr 2027 | Viewed by 244 | Submission Open

Keywords: image recognition; computer vision; image classification; object detection; scene understanding; edge AI; model compression; explainable artificial intelligence (XAI); robust learning; domain adaptation

(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)

Advanced Algorithms for Intelligent Decision-Making in Complex Systems

edited by

Tao Wang

submission deadline 1 May 2027 | Viewed by 157 | Submission Open

Keywords: intelligent decision-making; complex systems; algorithm design

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Intelligent Information Processing Methods in Interdisciplinary

edited by

Xiaoqiang Hua

submission deadline 31 May 2027 | 1 articles | Viewed by 711 | Submission Open

Keywords: AI-driven medical technologies; AI-driven biomedical signal processing; AI-driven sensor signal processing; AI-driven methods in sport and education; machine learning methods and their applications in interdisciplinary research; large language models and their applications in interdisciplinary research; few-shot learning and its applications in interdisciplinary research; federated learning and its applications in interdisciplinary research

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

2026 and 2027 Selected Papers from Algorithms Editorial Board Members

edited by

Frank Werner

submission deadline 30 Nov 2027 | 5 articles | Viewed by 3079 | Submission Open

Keywords: algorithm; distributed and parallel algorithms; computer vision; metaheuristics and matheuristics; numerical analysis

Optimization Algorithms and Methods for Advanced Manufacturing

edited by

Dening Song

submission deadline 30 Jan 2028 | Viewed by 212 | Submission Open

Keywords: manufacturing process optimization; additive manufacturing; subtractive manufacturing; formative manufacturing; resource-constrained scheduling; smart manufacturing; CNC machining and tool path planning; production planning; metaheuristics; artificial intelligence in manufacturing

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

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