Knowledge-Guided Machine learning workshop
Events, Research

Knowledge-Guided Machine learning workshop

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DBDMG Organizers: Simone Monaco, Daniele Apiletti

On September 22, 2023, we are organizing the first European Knowledge-Guided Machine Learning workshop, to be held in Turin, Italy in ECML-PKDD 2023. You can find all the details of workshop on https://kgml2023.github.io/.

Call for papers

Authors are invited to submit articles combining aspects of domain knowledge representation and ML, including the use of knowledge-aware methods for solving ML challenges (e.g. knowledge-guided or explainable learning), the use of ML methods for solving-knowledge representation challenges (e.g. efficient inference, knowledge base completion), the integration of learning and reasoning at the modeling or solving side, and the application of combined knowledge-driven ML approaches to solve real-world problems and accelerate scientific discovery.

We welcome papers on a wide range of topics, including but not limited to:

  • Novel techniques for incorporating prior knowledge into machine learning models
  • Learning with structured knowledge
  • Solving differential equations with machine learning in physics
  • Transfer learning, multi-task learning, and domain adaptation with knowledge
  • Interpretable and explainable machine learning with knowledge
  • Human-in-the-loop and interactive machine learning with knowledge guidance
  • Knowledge distillation and model compression
  • Discovery of Scientific Laws from Data with machine learning techniques
  • Learning symbolic knowledge, such as ontologies and knowledge graphs, action theories, common-sense knowledge, spatial and temporal theories, preference models and causal models
  • Logic-based, logical and relational learning algorithms
  • Knowledge-driven natural language understanding
  • Knowledge-driven decision making
  • Machine-learning driven reasoning algorithms
  • Neural-symbolic learning
  • Symbolic reinforcement learning
  • Expressive power of learning representations
  • Architectures that combine data-driven techniques and formal reasoning
  • Applications of knowledge guided machine learning in real-world scenarios

Important dates

The deadlines are strict and no extensions will be given. All deadlines are 11:59PM UTC-12:00 (“anywhere on Earth”).

  • Submission deadline: 12th June 2023
  • Notification of acceptance: 12th July 2023
  • Workshop date: 22th September 2023

You can contact the organizers at kgml2023@googlegroups.com