Local Edits, Global Ripples: Replay-Informed Policy Adaptation for Workflow Synthesis
RIPPLE (Replay-Informed Persistent Policy Localization and Editing), which separates where an edit is made from whether it remains safe to persist after composition, and improves validation success by up to 23.1% and yields positive gains on two additional frozen language-model backbones, while maintaining edit efficie...
Man-Qing Mao, Hong Wang, Samson Koelle et al.
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