Serializable Intervention

pyvene's approach of storing interventions as shareable serialized objects rather than runtime code

Neighborhood — ranked by edge-count

paper

concept

Serial Intervention
related_to
Intervention mode where interventions are applied sequentially, each building on the previous one

artifact

HuggingFace Model Hub
uses
Public model hub through which pyvene-intervened models can be shared via serialization

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Subspace Interventionconcept0.799
Intervention targeting specific dimensional subsets of activation vectors rather than full representations
Intervention Propagationconcept0.795
Property that additive modifications to activations affect all downstream computations, enabling tractable behavioral control
Parallel Interventionconcept0.771
Intervention mode where multiple interventions are applied simultaneously to the same base computation graph
linear interventionconcept0.763
Manipulation of activations along a straight line; shown to fail when it crosses voids, in contrast to manifold-following interventions.
Interchange Interventionmethod0.751
Fundamental operation for causal abstraction analysis; forces neurons to take values from source inputs to create counterfactuals.
Causal Intervention on Representationsconcept0.751
The use of interventions (rather than correlations) to establish a causal link between representation geometry and behavioral geometry.
Intervention Strength (Alpha)concept0.741
Scalar parameter modulating how strongly a steering vector shifts model activations; set to 15 for Exp1 and ±16 for Exp2
Input-Restricted Interventionconcept0.734
Practical restriction of interventions to those producible by actual inputs; standard in DAS practice