Call For Papers
The topics of interest for submission include, but are not limited to:
◕ Data-driven Learning
· Deep learning
· Reinforcement learning
· Transfer learning
· Self-supervised learning
· Distributed and federated machine learning
· Trusted machine learning
· Generative models
· Large language models ( LLMs )
· Automatic verification of LLMs
· Coordination of small and large models
· AI for science and engineering
· AI for education and society
· AI for art
· Secure AI
◕ Data-driven optimization and decision-making :
· Data-driven optimization algorithms
· Bayesian optimization
· Neural combinatorial optimization
· Large-scale and multi-objective optimization
· Integration of machine learning and Optimization
· Data-driven decision paradigm
· Intelligent scheduling
· Reinforcement learning of combinatorial Optimization
· Distributed and joint optimization
· Industrial and manufacturing system analysis and decision-making
· Diffusion models for optimization
· LLM-assisted optimization
◕ Big data analysis and application
· Big data storage and mining
· Data coordination
· Integration and processing
· Big data analytics and metrics
· Theory and methods of multi-source big data fusion
· Database management system
· Big data service
· Big data oriented cloud computing technology
· Privacy preserving big data analysis
· Visual city data analysis
· Intelligent transportation data analysis
· Healthcare data analysis
· Bioinformatics
◕ Data-driven modeling and control
· Learning and adaptive control
· Robust control
· Intelligent control
· Optimization-based and optimal control
· Model predictive control
· Fault detection and identification
· Hybrid intelligent system
· Neural control
· Fuzzy logic control
· Networked control
· Industrial automation
· Intelligent transportation system
· Environmental monitoring and control
· Intelligent manufacturing system
· Green communication system
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The 7th International Conference on Data-driven Optimization of Complex Systems (DOCS 2025) http://ic-docs.org/