Connectionists: Call for Papers: Neurosymbolic Methods for Trustworthy and Interpretable AI (NeSy 2025)

[Abhilekha Dalal]

Dear Colleagues,
We are excited to announce the Neurosymbolic Methods for Trustworthy and Interpretable AI special track at the 19th International Conference on Neurosymbolic Learning and Reasoning (NeSy 2025).
This special track aims to bring together researchers working on neurosymbolic approaches to develop AI systems that are transparent, fair, robust, and ethically aligned. Combining symbolic reasoning and neural systems offers unique opportunities to enhance trustworthiness and interpretability as AI continues to be applied in high-stakes domains.
We invite submissions on topics including, but not limited to:

  *   Fairness and Bias Mitigation: Leveraging symbolic reasoning and ontologies to detect, mitigate, and explain biases.
  *   Explainable Decision-Making: Neurosymbolic techniques for generating interpretable AI justifications.
  *   Robustness and Verifiability: Formal verification of AI systems using neurosymbolic methods.
  *   Knowledge Graphs and Trustworthy AI: Enhancing AI reliability through structured knowledge representations.
  *   Neurosymbolic Debugging: Identifying and explaining AI prediction failures.
  *   Metrics and Benchmarks: Developing new evaluation methodologies for trustworthiness, interpretability, and robustness.

Submission Guidelines
Please submit your papers via OpenReview and select the "Neurosymbolic Methods for Trustworthy and Interpretable AI" track. Submissions should adhere to the conference submission guidelines<https://2025.nesyconf.org/call-for-papers/> available on the NeSy 2025<https://2025.nesyconf.org/> website.
Important Dates

  *
Submission Deadline: March 7, 2025
  *
Notification of Acceptance: April 18, 2025
  *   Conference Dates: 8-10 September 2025

For further details or inquiries, feel free to contact the track chairs:-
📧 Abhilekha Dalal (Kansas State University) – abhilekha.dalal at ksu.edu
📧 Vaishak Belle (University of Edinburgh) – vbelle at ed.ac.uk


We look forward to your contributions and hope to see you at NeSy 2025!

Thanks and regards,
Abhilekha Dalal
Research Assistant Prof at CAIDS
Kansas State University
https://caids.cs.ksu.edu/

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