Weight-based Decomposition: A Case for Bilinear MLPs. - Michael T. Pearce; Thomas Dooms; Alice Rigg (CoRR, 2024)

Bilinear Convolution Decomposition for Causal RL Interpretability. - Narmeen Oozeer; Sinem Erisken; Alice Rigg (CoRR, 2024)

Bilinear MLPs enable weight-based mechanistic interpretability. - Michael T. Pearce; Thomas Dooms; Alice Rigg; José Oramas; Lee Sharkey (ICLR, 2025)

Converting MLPs into Polynomials in Closed Form. - Nora Belrose; Alice Rigg (CoRR, 2025)