mlsanityData to 7 Oct 2026

Impossibility of Partial Recovery in the Graph Alignment Problem

arXiv 2102.02685 ↗First posted 4 Feb 2021stat.ML cs.LG math.PRcited by 21

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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

  1. 2018Efficient random graph matching via degree profilescited by 48
  2. 2021Settling the Sharp Reconstruction Thresholds of Random Graph Matchingcited by 45
  3. 2017Exact alignment recovery for correlated ErdHos-R'enyi graphscited by 35
  4. 2018Seeded Graph Matching via Large Neighborhood Statisticscited by 27
  5. 2019Spectral Graph Matching and Regularized Quadratic Relaxations II: ErdHos-R'enyi Graphs and Universalitycited by 27
  6. 2020Partial Recovery in the Graph Alignment Problemcited by 27
  7. 2020From tree matching to sparse graph alignmentcited by 26
  8. 2020Testing correlation of unlabeled random graphscited by 26
  9. 2018Partial Recovery of ErdHos-R'enyi Graph Alignment via k-Core Alignmentcited by 25
  10. 2013Seeded graph matching for correlated ErdHos-R'enyi graphscited by 20
  11. 2020Sharp threshold for alignment of graph databases with Gaussian weightscited by 16
  12. 2019Spectral Graph Matching and Regularized Quadratic Relaxations I: The Gaussian Modelcited by 13

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 2; 2022: 5; 2023: 5; 2024: 5; 2025: 3; 2026: 1.

21 papers.

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  1. 2022Random graph matching at Otter's threshold via counting chandelierscited by 25
  2. 2021Correlated Stochastic Block Models: Exact Graph Matching with Applications to Recovering Communitiescited by 22
  3. 2021Correlation detection in trees for planted graph alignmentcited by 14
  4. 2022Detection threshold for correlated ErdHos-R'enyi graphs via densest subgraphscited by 13
  5. 2022Statistical limits of correlation detection in treescited by 12
  6. 2022Exact Community Recovery in Correlated Stochastic Block Modelscited by 8
  7. 2022A polynomial time iterative algorithm for matching Gaussian matrices with non-vanishing correlationcited by 8
  8. 2023A polynomial-time iterative algorithm for random graph matching with non-vanishing correlationcited by 8
  9. 2023Matching Correlated Inhomogeneous Random Graphs using the k-core Estimatorcited by 6
  10. 2023Efficiently matching random inhomogeneous graphs via degree profilescited by 5
  11. 2024The Umeyama algorithm for matching correlated Gaussian geometric models in the low-dimensional regimecited by 4
  12. 2023Graph Matching via convex relaxation to the simplexcited by 3
9 more
  1. 2025The feasibility of multi-graph alignment: a Bayesian approachcited by 3
  2. 2023Gaussian Database Alignment and Gaussian Planted Matchingcited by 2
  3. 2024The graph alignment problem: fundamental limits and efficient algorithmscited by 2
  4. 2024Interdependency Matters: Graph Alignment for Multivariate Time Series Anomaly Detectioncited by 2
  5. 2025Computational Lower Bounds for Correlated Random Graphs via Algorithmic Contiguitycited by 2
  6. 2024Information-Theoretic Thresholds for the Alignments of Partially Correlated Graphscited by 0
  7. 2024Robust Random Graph Matching in Dense Graphs via an Approximate Message Passing Type Algorithmcited by 0
  8. 2025Chaining 2-FWL GNNs for Combinatorial Graph Alignmentcited by 0
  9. 2026Contextual Graph Matching with Correlated Gaussian Featurescited by 0