A Stability Result for Sparse Convolutions
Philipp Walk, Peter Jung

TL;DR
This paper proves a stability property for sparse convolutions on torsion-free abelian groups, showing that injectivity is guaranteed with a universal lower bound depending only on support sizes.
Contribution
It establishes a dimension-independent stability result for sparse convolutions on torsion-free groups, using a novel reduction and compression technique.
Findings
Sparse convolutions are free of cancellations on torsion-free groups.
Injectivity with a universal lower bound depends only on support sizes.
The result is dimension-independent and relies on a reduction argument.
Abstract
We will establish in this note a stability result for sparse convolutions on torsion-free additive (discrete) abelian groups. Sparse convolutions on torsion-free groups are free of cancellations and hence admit stability, i.e. injectivity with a universal lower bound , only depending on the cardinality and of the supports of both input sequences. More precisely, we show that depends only on and and not on the ambient dimension. This statement follows from a reduction argument which involves a compression into a small set preserving the additive structure of the supports.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsAdvanced Operator Algebra Research · Geometric and Algebraic Topology · Mathematical Analysis and Transform Methods
