7th CONFSPML

International Symposium on Agentic and Trustworthy Learning for Autonomous Systems


Organizer Submission Deadline Notification of Acceptance Submission Email Download
Sejong University December 11, 2026 7-20 workdays sympo_seoul@confspml.org Manuscript Template

Scope

ATLAS Symposium invites theoretical, methodological, and applied contributions across agentic and trustworthy learning for autonomous systems, and welcomes work at any stage of maturity. On the methods side, relevant topics include agentic AI and autonomous multi-agent decision-making; foundation models and generative AI for autonomous applications; reinforcement, continual, self-supervised, and federated learning; multimodal perception, reasoning, and planning; embodied intelligence; human-agent collaboration; and distributed edge intelligence. Trustworthiness themes span safety assurance and verification, reliability, explainability, uncertainty quantification, risk aware learning, adversarial robustness, privacy, cybersecurity, accountability, and alignment with human values. Application domains include autonomous vehicles and intelligent transportation, robots and drones, IoT platforms, cyber-physical systems, smart infrastructure, and 6G-enabled services. Participants are further encouraged to address resource-efficient deployment, communication-efficient federation, digital twins, evaluation frameworks, datasets, simulation environments and testbeds, standards, governance, and the ethical and societal implications of increasingly autonomous AI.

Topics

This symposium welcomes submissions with the following topics

Machine Learning

  • Data Mining in Heterogeneous Networks
  • Deep and Reinforcement Learning
  • Distributed and Decentralized Machine Learning Algorithms
  • Human-robot Interface and Interaction
  • Network Slicing Optimization
  • User Behavior Prediction
  • Machine Learning in Knowledge-Intensive Systems
  • Machine Learning Methods and Analysis
  • Mechanism Design and Applications
  • Mobile Sensor Networks
  • Modeling and Identification
  • Multi-agent Systems
  • Natural Language Processing
  • Pattern Recognition and Classification for Networks
  • Robotic Automation and Control

Meanwhile, submissions aligned with the overall conference scope are also welcomed.

Computer Applications

  • AI Architecture and Practice
  • AI Model and Algorithms
  • Artificial Intelligence in Modeling and Simulation
  • Artificial Intelligence in Scheduling and Optimization
  • Cloud Computing Architecture
  • Computer Vision and Object Recognition
  • Concurrent and Parallel Processing
  • Coordination in Robotics
  • Data Visualization and Modern Technologies
  • Distributed Intelligent Processing
  • Intelligence and Language
  • Intelligent Wireless Communications
  • Intelligent Wireless Sensor Networks
  • Internet of Things
  • Software Frameworks and Simulations

Software Engineering

  • Advanced Topics in Software Engineering
  • Computer-Supported Collaborative Work
  • Computer Graphics and Human-Computer Interaction
  • Decision Support
  • Distributed Computing
  • Knowledge-Based Systems and Formal Methods
  • Languages and Formal Methods
  • Managing Software Projects
  • Modeling Software Architecture
  • Multimedia and Visual Software Engineering
  • Quality Management
  • Search Engines and Information Retrieval
  • Software Engineering Decision Making
  • Software Engineering Practice
  • Software Maintenance and Testing
  • Web Engineering