Dynamical versus Bayesian Phase Transitions in a Toy Model of Superposition. - Zhongtian Chen; Edmund Lau; Jake Mendel; Susan Wei; Daniel Murfet (CoRR, 2023)

Using Degeneracy in the Loss Landscape for Mechanistic Interpretability. - Lucius Bushnaq; Jake Mendel; Stefan Heimersheim; Dan Braun; Nicholas Goldowsky-Dill; Kaarel Hänni; Cindy Wu; Marius Hobbhahn (CoRR, 2024)

The Local Interaction Basis: Identifying Computationally-Relevant and Sparsely Interacting Features in Neural Networks. - Lucius Bushnaq; Stefan Heimersheim; Nicholas Goldowsky-Dill; Dan Braun; Jake Mendel; Kaarel Hänni; Avery Griffin; Jörn Stöhler; Magdalena Wache; Marius Hobbhahn (CoRR, 2024)

Mathematical Models of Computation in Superposition. - Kaarel Hänni; Jake Mendel; Dmitry Vaintrob; Lawrence Chan (CoRR, 2024)

Interpretability in Parameter Space: Minimizing Mechanistic Description Length with Attribution-based Parameter Decomposition. - Dan Braun; Lucius Bushnaq; Stefan Heimersheim; Jake Mendel; Lee Sharkey (CoRR, 2025)