ScopeEdit decomposes MLLM edits into modality-local and evidence-gated shared branches using orthogonal low-rank spaces and recursive updates to improve scoped cross-modal transfer while preserving locality and efficiency.
Deltaedit: Enhancing sequential editing in large language models by controlling superimposed noise,
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Multimodal Knowledge Edit-Scoped Generalization for Online Recursive MLLM Editing
ScopeEdit decomposes MLLM edits into modality-local and evidence-gated shared branches using orthogonal low-rank spaces and recursive updates to improve scoped cross-modal transfer while preserving locality and efficiency.