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Machine Unlearning: Techniques, Challenges, and Future Directions

The Data Exchange with Ben Lorica

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Challenges of Evaluation and Application-Oriented Benchmarks in Unlearning Tasks

This chapter explores the difficulties in evaluating generative AI models and stresses the importance of robust benchmarks. It discusses the necessity of application-specific benchmarks for unlearning tasks, especially concerning privacy issues. The conversation also touches on the lack of clear incentives for companies to prioritize unlearning and proposes potential government mandates in the future.

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