Impossibility of Partial Recovery in the Graph Alignment Problem
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Abstract (arXiv)
Random graph alignment refers to recovering the underlying vertex correspondence between two random graphs with correlated edges. This can be viewed as an average-case and noisy version of the well-known graph isomorphism problem. For the correlated Erd"os-R'enyi model, we prove an impossibility result for partial recovery in the sparse regime, with constant average degree and correlation, as well as a general bound on the maximal reachable overlap. Our bound is tight in the noiseless case (the graph isomorphism problem) and we conjecture that it is still tight with noise. Our proof technique relies on a careful application of the probabilistic method to build automorphisms between tree components of a subcritical Erd"os-R'enyi graph.
Key facts. Cited by 21 papers in the map (data through 7 Oct 2026). Builds on 12 of its 25 references that are in the map. First posted on arXiv 4 Feb 2021.
Builds on
12 of 25 references.
References · 12
- 2018Efficient random graph matching via degree profilescited by 48
- 2021Settling the Sharp Reconstruction Thresholds of Random Graph Matchingcited by 45
- 2017Exact alignment recovery for correlated ErdHos-R'enyi graphscited by 35
- 2018Seeded Graph Matching via Large Neighborhood Statisticscited by 27
- 2019Spectral Graph Matching and Regularized Quadratic Relaxations II: ErdHos-R'enyi Graphs and Universalitycited by 27
- 2020Partial Recovery in the Graph Alignment Problemcited by 27
- 2020From tree matching to sparse graph alignmentcited by 26
- 2020Testing correlation of unlabeled random graphscited by 26
- 2018Partial Recovery of ErdHos-R'enyi Graph Alignment via k-Core Alignmentcited by 25
- 2013Seeded graph matching for correlated ErdHos-R'enyi graphscited by 20
- 2020Sharp threshold for alignment of graph databases with Gaussian weightscited by 16
- 2019Spectral Graph Matching and Regularized Quadratic Relaxations I: The Gaussian Modelcited by 13
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Citing papers per year: 2021: 2; 2022: 5; 2023: 5; 2024: 5; 2025: 3; 2026: 1.
21 papers.
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- 2022Random graph matching at Otter's threshold via counting chandelierscited by 25
- 2021Correlated Stochastic Block Models: Exact Graph Matching with Applications to Recovering Communitiescited by 22
- 2021Correlation detection in trees for planted graph alignmentcited by 14
- 2022Detection threshold for correlated ErdHos-R'enyi graphs via densest subgraphscited by 13
- 2022Statistical limits of correlation detection in treescited by 12
- 2022Exact Community Recovery in Correlated Stochastic Block Modelscited by 8
- 2022A polynomial time iterative algorithm for matching Gaussian matrices with non-vanishing correlationcited by 8
- 2023A polynomial-time iterative algorithm for random graph matching with non-vanishing correlationcited by 8
- 2023Matching Correlated Inhomogeneous Random Graphs using the k-core Estimatorcited by 6
- 2023Efficiently matching random inhomogeneous graphs via degree profilescited by 5
- 2024The Umeyama algorithm for matching correlated Gaussian geometric models in the low-dimensional regimecited by 4
- 2023Graph Matching via convex relaxation to the simplexcited by 3
9 more
- 2025The feasibility of multi-graph alignment: a Bayesian approachcited by 3
- 2023Gaussian Database Alignment and Gaussian Planted Matchingcited by 2
- 2024The graph alignment problem: fundamental limits and efficient algorithmscited by 2
- 2024Interdependency Matters: Graph Alignment for Multivariate Time Series Anomaly Detectioncited by 2
- 2025Computational Lower Bounds for Correlated Random Graphs via Algorithmic Contiguitycited by 2
- 2024Information-Theoretic Thresholds for the Alignments of Partially Correlated Graphscited by 0
- 2024Robust Random Graph Matching in Dense Graphs via an Approximate Message Passing Type Algorithmcited by 0
- 2025Chaining 2-FWL GNNs for Combinatorial Graph Alignmentcited by 0
- 2026Contextual Graph Matching with Correlated Gaussian Featurescited by 0
- 2026Contextual Graph Matching with Correlated Gaussian Features24 Mar 2026
- 2025Chaining 2-FWL GNNs for Combinatorial Graph Alignment3 Oct 2025
- 2025The feasibility of multi-graph alignment: a Bayesian approach24 Feb 2025
- 2025Computational Lower Bounds for Correlated Random Graphs via Algorithmic Contiguity14 Feb 2025
- 2024Robust Random Graph Matching in Dense Graphs via an Approximate Message Passing Type Algorithm21 Dec 2024
- 2024Interdependency Matters: Graph Alignment for Multivariate Time Series Anomaly Detection11 Oct 2024
- 2024Information-Theoretic Thresholds for the Alignments of Partially Correlated Graphs8 Jun 2024
- 2024The graph alignment problem: fundamental limits and efficient algorithms18 Apr 2024
- 2024The Umeyama algorithm for matching correlated Gaussian geometric models in the low-dimensional regime23 Feb 2024
- 2023Graph Matching via convex relaxation to the simplex31 Oct 2023
- 2023Efficiently matching random inhomogeneous graphs via degree profiles16 Oct 2023
- 2023Gaussian Database Alignment and Gaussian Planted Matching5 Jul 2023
9 more
- 2023A polynomial-time iterative algorithm for random graph matching with non-vanishing correlation1 Jun 2023
- 2023Matching Correlated Inhomogeneous Random Graphs using the k-core Estimator10 Feb 2023
- 2022A polynomial time iterative algorithm for matching Gaussian matrices with non-vanishing correlation28 Dec 2022
- 2022Statistical limits of correlation detection in trees27 Sep 2022
- 2022Random graph matching at Otter's threshold via counting chandeliers25 Sep 2022
- 2022Exact Community Recovery in Correlated Stochastic Block Models29 Mar 2022
- 2022Detection threshold for correlated ErdHos-R'enyi graphs via densest subgraphs28 Mar 2022
- 2021Correlation detection in trees for planted graph alignment15 Jul 2021
- 2021Correlated Stochastic Block Models: Exact Graph Matching with Applications to Recovering Communities14 Jul 2021
- 2022Random graph matching at Otter's threshold via counting chandelierscited by 25
- 2021Correlated Stochastic Block Models: Exact Graph Matching with Applications to Recovering Communitiescited by 22
- 2021Correlation detection in trees for planted graph alignmentcited by 14
- 2022Detection threshold for correlated ErdHos-R'enyi graphs via densest subgraphscited by 13
- 2022Statistical limits of correlation detection in treescited by 12
- 2022Exact Community Recovery in Correlated Stochastic Block Modelscited by 8
- 2022A polynomial time iterative algorithm for matching Gaussian matrices with non-vanishing correlationcited by 8
- 2023A polynomial-time iterative algorithm for random graph matching with non-vanishing correlationcited by 8
- 2023Matching Correlated Inhomogeneous Random Graphs using the k-core Estimatorcited by 6
- 2023Efficiently matching random inhomogeneous graphs via degree profilescited by 5
- 2024The Umeyama algorithm for matching correlated Gaussian geometric models in the low-dimensional regimecited by 4
- 2023Graph Matching via convex relaxation to the simplexcited by 3
12 most cited of 21 All 21 (JSON)
- 2026Contextual Graph Matching with Correlated Gaussian Features24 Mar 2026
- 2025Chaining 2-FWL GNNs for Combinatorial Graph Alignment3 Oct 2025
- 2025The feasibility of multi-graph alignment: a Bayesian approach24 Feb 2025
- 2025Computational Lower Bounds for Correlated Random Graphs via Algorithmic Contiguity14 Feb 2025
- 2024Robust Random Graph Matching in Dense Graphs via an Approximate Message Passing Type Algorithm21 Dec 2024
- 2024Interdependency Matters: Graph Alignment for Multivariate Time Series Anomaly Detection11 Oct 2024
- 2024Information-Theoretic Thresholds for the Alignments of Partially Correlated Graphs8 Jun 2024
- 2024The graph alignment problem: fundamental limits and efficient algorithms18 Apr 2024
- 2024The Umeyama algorithm for matching correlated Gaussian geometric models in the low-dimensional regime23 Feb 2024
- 2023Graph Matching via convex relaxation to the simplex31 Oct 2023
- 2023Efficiently matching random inhomogeneous graphs via degree profiles16 Oct 2023
- 2023Gaussian Database Alignment and Gaussian Planted Matching5 Jul 2023
12 newest of 21 All 21 (JSON)