com3dian / neurips-2023-machine-unlearning

Repo for NIPS 2023 competition

NeurIPS-2023-Machine-Unlearning

Repo for NIPS 2023 competition.

Starting kit

Our team

• Lu
• Parsa
• Xinyu
• Yahan
• Yufang

Task

The competition considers a realistic scenario in which an age predictor has been trained on face images, and, after training, a certain subset of the training images must be forgotten to protect the privacy or rights of the individuals concerned.

Week 1 - Sep 19 note

Team members: Lu added! Parsa added!

Todos:

• Survey papers ✅ and notes ( Lu)

• Metrics papers ✅ and notes ( Lu)

• Make a first submission (no need for designing the unlearning algorithm) ✅ ( Parsa) ( Lu)

• Check regulations about submission like how many submits are allowed for a day and how many submission allowed in total ✅ ( Parsa)

Submission Rule: 5 submissions per day

Week 3 - Sep 30 note

Team members: Xinyu added! Yahan added!

Todos:

• Work on chosen papers independently and submit solutions ( Lu, Parsa, Xinyu, Yahan).
• DLMA - Parsa.
• Unlearnable examples - Lu.
• SelectiveForgetting - Xinyu.
• Selective Synaptic Dampening - Yahan
• (Bonus) one another teammates!

Week 5 - Oct 14 note

Todos:

• Work on chosen papers independently and submit solutions ( Lu, Parsa, Xinyu, Yahan).
• PUMA - Lu.
• Bad teacher/Amnesiac - Yahan.
• Fisher - Xinyu.
• External expert - Lu.

Hyperparameter for the simple model

      	Lr	Epoch	Momentum

Version 2 0.5 9 0.9 version 4 0.5 6 0.9 version 6 0.7 9 0.9 version 7 0.6 8 0.9