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jwf40/README.md

CV at a glance

  • Final year PhD candidate at Univ. of Cambridge focusing on Machine Unlearning.
  • Ex-Machine Learning Research Intern @ Samsung Electronics in the Personalized ML Team, working on Few-Shot Learning with Diffusion Models
  • Ex-Enrichment Student @ The Alan Turing Institute

Full CV: Linkedin LinkedIn

Recent Publications (non-exhaustive)

Title Authorship Venue
An Information Theoretic Approach to Machine Unlearning First TMLR 2025
Fast Machine Unlearning Without Retraining Through Selective Synaptic Dampening First AAAI 2024
Loss-Free Machine Unlearning First ICLR 2024 Tiny Paper
Potion: Towards Poison Unlearning Second DMLR 2024
Learning to Forget With Hyper-Networks Third Neurips 2024 AdvML Workshop
Parameter-Tuning-Free Data Entry Error Unlearning with Adaptive Selective Synaptic Dampening Second Preprint

Full Google Scholar publication list: Google Scholar

Our entry in ICRA 2023 robot kitchen competition

Pinned Loading

  1. if-loops/selective-synaptic-dampening if-loops/selective-synaptic-dampening Public

    [AAAI, ICLR TP] Fast Machine Unlearning Without Retraining Through Selective Synaptic Dampening

    Python 63 17

  2. Information-Theoretic-Unlearning Information-Theoretic-Unlearning Public

    Code for the paper 'An Information Theoretic Approach to Machine Unlearning'

    Jupyter Notebook 24 1