A position paper urging a shift from data-tracing to knowledge-tracing machine unlearning for foundation models, supported by a CLIP case study that shows current methods struggle to generalize.
The importance of forgetting.Nature, 571(July):S12–S14,
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Lifting Data-Tracing Machine Unlearning to Knowledge-Tracing for Foundation Models
A position paper urging a shift from data-tracing to knowledge-tracing machine unlearning for foundation models, supported by a CLIP case study that shows current methods struggle to generalize.