pith. sign in

Constraining the outputs of ReLU neural networks

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

years

2026 2

verdicts

UNVERDICTED 2

representative citing papers

Most ReLU Networks Admit Identifiable Parameters

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

For ReLU networks with width at least two in input and hidden layers, an open set of parameters is identifiable, implying functional dimension equals parameter count minus hidden neurons.

Algebraic Invariants of Lightning Self-Attention

math.AG · 2026-04-17 · unverdicted · novelty 5.0

Lightning self-attention coefficients are coordinates on an algebraic variety obeying Chow-type, low-rank, Veronese-type, and Sylvester-resultant invariants.

citing papers explorer

Showing 2 of 2 citing papers.

  • Most ReLU Networks Admit Identifiable Parameters cs.LG · 2026-05-05 · unverdicted · none · ref 29

    For ReLU networks with width at least two in input and hidden layers, an open set of parameters is identifiable, implying functional dimension equals parameter count minus hidden neurons.

  • Algebraic Invariants of Lightning Self-Attention math.AG · 2026-04-17 · unverdicted · none · ref 3

    Lightning self-attention coefficients are coordinates on an algebraic variety obeying Chow-type, low-rank, Veronese-type, and Sylvester-resultant invariants.