Read next because ProHiFlo: Hierarchical Flow Matching with Functional Guidance for De Novo Protein Generation overlaps with clean result "The marker is a representational handle, not a behavioural one — sharing it between a villain persona and the assistant transfers no misalignment (HIGH confidence)", experiment "Implement Chen et al. persona-vector extraction recipe and compare to project's centroid-difference recipe", experiment "Add C2 control arm (donor sees marker_B without marker_A) to disambiguate paired-marker binding from marker_B leaking alone". Matching terms: rate, compare, without, trained, model. Source: arxiv cs.LG (Machine Learning).