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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