New preprint: The Tangled Web They Weave: Exploring Neural Representations with Directed Simplicial Complexes arXiv (accepted at NeurReps 2026). Counterfactual ablations of groups of neurons yield filtered directed simplicial complexes that capture the higher-order causal dependencies behind distributed feature representations. I’ve previously written about this here blog post.