Special Session on Fairness and Trustworthiness in Intelligent Decision Support Systems

(WCCI 2026 – Maastricht, The Netherlands)

📘 Scope

Intelligent Decision Support Systems (IDSS) have become essential components in modern decision-making processes, assisting humans in domains such as healthcare, finance, logistics, education, and governance. As these systems increasingly rely on artificial intelligence, machine learning, and computational intelligence, ensuring fairness, transparency, and trustworthiness has emerged as a critical research priority. Traditional approaches often emphasize accuracy and efficiency, but still ignore critical aspects related to ethical reasoning, interpretability, and the management of uncertainty, all of which are necessary to guarantee responsible and fair decision outcomes.

This special session aims to provide a multidisciplinary platform for the IEEE fuzzy systems community to explore theoretical advances, methodological developments, and practical applications that address fairness and trustworthiness in intelligent decision support. In particular, fuzzy logic and related soft computing paradigms offer powerful mechanisms to support decisions that are both explainable and aligned with human reasoning. By integrating fuzzy systems with modern IDSS, AI, machine learning, and data-driven models, researchers can design hybrid approaches that enhance the interpretability and ethical accountability of automated decision-making.

📚 Topics of Interest

The session invites contributions in the following areas (but not limited to):

  • Fairness-aware or explainable fuzzy modeling and inference mechanisms
  • Fuzzy and hybrid approaches for explainable and trustworthy IDSS
  • Bias detection and mitigation in fuzzy decision-making frameworks
  • Multi-criteria and fuzzy-based methods for fair decision support
  • Trust modeling and uncertainty quantification in human–machine collaboration
  • Evaluation metrics for fairness, robustness, and interpretability in fuzzy systems and fuzzy decision-making
  • Consensus Reaching Processes (CRPs) and conflict resolution models for fair group decision-making
  • Linguistic, hesitant, and probabilistic fuzzy approaches for collective agreement and fairness analysis
  • Explainable consensus models
  • Trust-aware aggregation operators and fairness-preserving fusion mechanisms in group decisions
  • Real-world applications demonstrating fairness and trust in IDSS

📅 Important Dates

EventDate
Special session papers submission deadlineJanuary 31, 2026
Acceptance notificationMarch 3, 2026
ConferenceJune 21–26, 2026 (Maastricht, the Netherlands)

📝 Submission Information

Author instructions for manuscript/abstract preparation:Author Instructions

  • For accepted papers and abstracts, oral presentations are allowed
  • All accepted papers will be published in IEEE Xplore

Conference main page: WCCI 2026 Main Website

👥 Organizers

  • Luis Martínez
    Universidad de Jaén
    📧 martin@ujaen.es
  • Rosa M. Rodríguez
    Universidad de Jaén
    📧 rmrodrig@ujaen.es
  • Diego García-Zamora
    Universidad de Jaén
    📧 dgzamora@ujaen.es
  • Bapi Dutta
    Universidad de Jaén
    📧 bdutta@ujaen.es

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