pith. sign in

Title resolution pending

At each quadrature node, the forward trajectory ˙xν =f ν(xν)and backward adjoint˙p ν =−(∂ xfν)⊤pν are integrated jointly

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it
browse 1 citing papers

Title metadata for this work has not finished resolving. The hub is built from the citation graph; the title resolver retries DOI and OpenAlex on its next pass.

citation-role summary

background 1

citation-polarity summary

background 1

fields

cs.LG 1

years

2026 1

verdicts

UNVERDICTED 1

roles

background 1

polarities

background 1

clear filters

representative citing papers

A Theory of Saddle Escape in Deep Nonlinear Networks

cs.LG · 2026-05-02 · unverdicted · novelty 8.0

Derives exact Frobenius norm imbalance identity for deep nonlinear networks, classifies activations into four classes, and obtains critical-depth escape time law τ★ = Θ(ε^{-(r-2)}) from reduction to scalar ODE on permutation-symmetric submanifold.

citing papers explorer

Showing 1 of 1 citing paper after filters.

  • A Theory of Saddle Escape in Deep Nonlinear Networks cs.LG · 2026-05-02 · unverdicted · none · ref 42

    Derives exact Frobenius norm imbalance identity for deep nonlinear networks, classifies activations into four classes, and obtains critical-depth escape time law τ★ = Θ(ε^{-(r-2)}) from reduction to scalar ODE on permutation-symmetric submanifold.