Methods

Integrated Gradients

Compute attribution using integrated gradients.

notebooks/methods/integrated-gradients.ipynb

Steering Vectors

Modify model behavior by adding vectors to intermediate activations.

notebooks/methods/steering-vectors.ipynb

Linear Probing

Train classifiers on model representations to understand what information is encoded.

notebooks/methods/linear-probing.ipynb

Bilinear Probing

Train bilinear probes on paired layer representations to capture interaction structure.

notebooks/methods/bilinear-probing.ipynb

Dimension Estimation

Estimate intrinsic dimension of data manifolds using TwoNN, Local PCA, and related methods.

notebooks/methods/dimension-estimation.ipynb

Representation Similarity

Compare latent representations with CKA and leave room for additional similarity metrics.

notebooks/methods/representation-similarity.ipynb