Author

Aseem Baranwal

1 paper indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#machine learning Jul 2026

The Value of Depth in Message Passing on Sparse Graphs: A Kesten-Stigum Dichotomy

Simulations with an exact belief-propagation baseline on the same trees show that the pairwise rule's error curve is mildly non-monotone in $\ell, so an optimal finite depth exists and BP saturates strictly faster, at an effective per-layer ratio below $\kappa$ that the authors identify.

Aseem Baranwal · arXiv.org · 0 citations