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Roadmap

This roadmap documents action items such as features or bugs to be developed/fixed.

Updated: 9 Feb 2023, 01:46 GMT

Machine Unlearning

Status Item
Create README and ROADMAP
Implement Fisher-based unlearning such as selective synaptic dampening (Fisher forgetting not done)
Implement incompetent-teacher unlearning
Implement zero-glance unlearning via error-maximizing noise (UNSIR)
🛑 Implement zero-shot unlearning via gated knowledge transfer
Implement Just-in-Time Unlearning via Lipschitz regularization
Implement verification tests such as membership inference attacks or model inversion attacks
🛑 Implement Amnesiac Unlearning and Unlearning from AmnesiacML
Implement evaluation metrics such as unlearn and relearn time, zero retrain forgetting (ZRF), anamnesis index (AIN), JS divergence, etc.