artifact

active

artifact:nnsight

nnsight

Existing intervention library by Jaden Fiotto-Kaufman, cited as a prior tool

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Papers (1)

paper

pyvene: A Library for Understanding and Improving PyTorch Models via Interventions
cites

Claims (2)

claim

A vanilla hook-based approach, as in all previous libraries, fails to intervene on any recurrent or state-space model
cites
Technical claim justifying pyvene's state-variable hook tracking for recurrent model support
Existing intervention libraries are often project-based, lack extensibility, are hard to maintain and share, and are limited to single or non-nested interventions on Transformers
cites
Motivation claim contrasting pyvene with prior tools like BauKit, TransformerLens, nnsight, graphpatch