On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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3 results for “Graph-to-Graphon”

Graphon as a Bridge between Graphs and Manifoldsmath.CO

Graphons connect graph structures to manifold properties.

problem Interpolating between graphs and manifolds.

method Graph-to-graphon and graphon-to-manifold convergence.

result Established monotonicity inequality linking combinatorial and geometric parameters.

Graphons Manifolds Graph-to-Graphon Graphon-to-Manifold Monotonicity

2026-07-22abs ↗pdf ↗

A Spectral Framework for Graph Neural Operators: Convergence Guarantees and Tradeoffsstat.ML

Unified framework for analyzing graph neural operators converging to graph limits.

problem Analyzing convergence of graph neural operators to graph limits.

method Develops a unified spectral framework for graph neural operators under various graphon assumptions.

result Unified framework enables direct comparison of convergence rates and tradeoffs.

Graph Neural Operators Graph Limits Spectral Convergence Graphon Theory Transferability

2025-10-23abs ↗pdf ↗

Learning graphons from data: Random walks, transfer operators, and spectral clusteringstat.ML

Data-driven methods link graphon limits to random walks and spectral clustering.

problem Clustering signals evolving over time with graphon limits.

method Transfer operators, Koopman and Perron-Frobenius, for estimating graphon from signal data.

result Spectral clustering can be extended to graphons, reconstructing transition densities and graphons.

graphons random walks spectral clustering transfer operators graph limits

2025-07-24abs ↗pdf ↗