Interactive demos

Companion pages to my doctoral research on machine unlearning. Each demo is a single static page, runs in your browser, and is meant to make a single technical idea immediately legible.

Brittle Unlearning

live

Drag a slider, pick an unlearning method, watch the forgotten knowledge come back under a fine-tuning attack. Every published method recovers within ~100 steps. Except the wrapper-axis ones.

LLMunlearningrelearn-attackTOFU / WMDP