Note: This article is just one of 60+ sections from our full report titled: The 2024 Legal AI Retrospective - Key Lessons from the Past Year. Please download the full report to check any citations.
Mitigating Negative Impacts of XAI
Explanation: Preventing the manipulation or misuse of explanations, especially in high-stakes situations such as legal proceedings.
Challenge: Potential for deceptive use of explanations
Research Direction: Develop criteria for assessing explanation falsifiability
Challenge: Exploitation of XAI by malicious actors
Research Direction: Develop methods to detect and mitigate explanation manipulation
Challenge: Future AI systems exploiting human cognitive biases
Research Direction: Research XAI limitations in ensuring AI safety
