Explainable Artificial Intelligence

  1. Challenges and Limitations
    1. Technical Challenges
      1. Scalability Issues
        1. Large Model Complexity
          1. High-Dimensional Data
            1. Computational Resource Requirements
            2. Accuracy vs Interpretability Trade-off
              1. Model Performance Impact
                1. Simplification Effects
                  1. Optimal Balance Points
                  2. Dynamic System Explanation
                    1. Temporal Dependencies
                      1. Concept Drift
                        1. Online Learning Scenarios
                        2. Multi-Modal Data Challenges
                          1. Cross-Modal Explanations
                            1. Feature Fusion Complexity
                              1. Unified Explanation Frameworks
                            2. Human Factors and Cognitive Limitations
                              1. Cognitive Biases
                                1. Confirmation Bias
                                  1. Anchoring Effects
                                    1. Availability Heuristic
                                    2. Information Processing Limitations
                                      1. Cognitive Load Management
                                        1. Attention Constraints
                                          1. Memory Limitations
                                          2. Individual Differences
                                            1. Domain Expertise Variations
                                              1. Cultural Differences
                                                1. Learning Style Preferences
                                                2. Explanation Presentation
                                                  1. Visualization Design
                                                    1. Information Architecture
                                                      1. User Interface Considerations
                                                    2. Methodological Limitations
                                                      1. Explanation Faithfulness
                                                        1. Spurious Correlations
                                                          1. Oversimplification Risks
                                                            1. Misleading Attributions
                                                            2. Evaluation Challenges
                                                              1. Ground Truth Absence
                                                                1. Subjective Quality Assessment
                                                                  1. Evaluation Metric Limitations
                                                                  2. Generalization Issues
                                                                    1. Domain Transfer
                                                                      1. Model Architecture Dependencies
                                                                        1. Data Distribution Shifts
                                                                      2. Ethical and Societal Concerns
                                                                        1. Adversarial Manipulation
                                                                          1. Explanation Gaming
                                                                            1. Deceptive Explanations
                                                                              1. Security Vulnerabilities
                                                                              2. Privacy and Confidentiality
                                                                                1. Information Leakage
                                                                                  1. Sensitive Data Exposure
                                                                                    1. Anonymization Challenges
                                                                                    2. Misuse and Abuse
                                                                                      1. Justification of Unfair Decisions
                                                                                        1. Explanation Washing
                                                                                          1. Regulatory Circumvention
                                                                                          2. Social Impact
                                                                                            1. Job Displacement
                                                                                              1. Decision Automation
                                                                                                1. Human Agency Reduction

                                                                                            Previous

                                                                                            8. Practical Applications of XAI

                                                                                            Go to top

                                                                                            Next

                                                                                            10. Future Directions and Emerging Trends