[PlanetKR] Call for Papers: Causal Neuro-Symbolic Artificial Intelligence Workshop @ ESWC 2025

[Susanti Yuni (Fujitsu)]

Call for Papers - CausalNeSy: Workshop on Causal Neuro-symbolic AI
We invite researchers, practitioners, and industry experts to submit original research papers, position papers, surveys, and case studies on Causal Neuro-Symbolic AI at the CausalNeSy Workshop, co-located with the Extended Semantic Web Conference (ESWC) 2025 in Portorož, Slovenia.
📅 Date: June, 1-2 (co-located with ESWC 2025, June 1-5, 2025)
📍 Location: Portorož, Slovenia
📝 Submission Deadline: March 15, 2025
🌍 Website: https://sites.google.com/view/causalnesy/home

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TOPICS
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The Causal Neuro-Symbolic AI (CausalNeSy) Workshop aims to bring together researchers and practitioners from academia and industry to exchange insights and experiences in applying causality and neuro-symbolic AI to real-world challenges. We welcome original research and position papers, surveys, and case studies on a range of topics, including but not limited to:
1. Core Methods and Frameworks

  *   Causal Knowledge Representation: Approaches for representing causal knowledge using neuro-symbolic AI methods.
  *   Causal Reasoning in Neuro-symbolic Systems: Methods for implementing causal reasoning within neuro- symbolic frameworks.
  *   Neuro-symbolic Methods for Causal Structure Learning: Techniques for learning causal structures within neuro- symbolic frameworks.
  *   Causal Representation Learning: Approaches to causal representation learning using neuro-symbolic AI.

2. Integration of Techniques and Paradigms

  *   Causal Knowledge Graph Embeddings: Utilizing embeddings of causal knowledge for graph completion and causal discovery.
  *   Causal Reasoning and Neural Networks: Techniques for harmonizing causal symbolic reasoning with neural net- works to enhance AI interpretability and robustness.
  *   Integration of Causality, Logic, and Probability: Approaches that combine causality, logic, and probabilities in neuro-symbolic AI.
  *   Causal Generative Models: Development and application of causal generative models for machine learning.
  *   Causal Neuro-Symbolic AI in Large Language Models (LLMs): Integration of causality in LLMs for enhanced reasoning capabilities.
  *   Causal Foundation Models: Development of causal foundation models within neuro-symbolic AI.

3. Explanation, Trust, Fairness, and Accountability

  *   Neuro-symbolic Methods for Causal Explanation: Techniques for explaining causes and their effects using neuro-symbolic methods.
  *   Fairness, Accountability, Transparency, and Explainability: Ensuring fairness, accountability, transparency, and explainability in Causal Neuro-symbolic AI systems.
  *   Trustworthiness, Grounding, Instruct-ability, and Alignment: Addressing issues related to the trustworthiness, grounding, instruct-ability, and alignment of Causal Neuro-symbolic AI systems.

4. Applications

  *   Causal Discovery in Complex Environments: Strategies for discovering causal relationships in complex environments using neuro-symbolic AI.
  *   Causal Neuro-symbolic AI in Use: Real-world applications of causal and neuro-symbolic AI methods in domains such as healthcare, finance, autonomous systems, natural language processing, etc

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SUBMISSION
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We invite authors to submit unpublished original papers. Submitted papers should not have been previously published or accepted for publication in substantially similar form in any peer-reviewed venue, such as journals, conferences, or workshops. This workshop is archival and all submitted manuscripts will be peer-reviewed and will be published in CEUR proceedings.

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Full Papers: 12-14 pages
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Position Papers: 6-8 pages
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Short Papers: 4-6 pages
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Submission site: https://openreview.net/group?id=eswc-conferences.org/ESWC/2025/Workshop/Causal-NeSy<https://openreview.net/group?id=eswc-conferences.org/ESWC/2025/Workshop/Causal-NeSy#tab-your-consoles>

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IMPORTANT DATES
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Paper submission deadline: 15th March 2025
  *   Author notification: 3rd April 2025
  *   Camera-ready submission deadline: 17 April 2025
  *   Workshop: June 1-2 2025

All deadlines must be considered at 23:59 AoE<https://www.timeanddate.com/time/zones/aoe>.

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LINKS
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Website: https://sites.google.com/view/causalnesy/
Submission: https://openreview.net/group?id=eswc-conferences.org/ESWC/2025/Workshop/Causal-NeSy<https://openreview.net/group?id=eswc-conferences.org/ESWC/2025/Workshop/Causal-NeSy#tab-your-consoles>
Contact: ujaimini at email.sc.edu<mailto:ujaimini at email.sc.edu>
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