Publications

(2025). Position: A Theory of Deep Learning Must Include Compositional Sparsity. Forty-second International Conference on Machine Learning Position Paper Track.
(2025). Hierarchical cross-entropy loss improves atlas-scale single-cell annotation models. bioRxiv.
(2024). Score and rank semi-monotonicity for closeness, betweenness, and distance--decay centralities. Social Network Analysis and Mining.
(2024). Score and Rank Semi-monotonicity for Closeness, Betweenness and Harmonic Centrality. Complex Networks & Their Applications XII.