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PageRank in undirected random graphs
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Neural correlates underlying motor sequence task performance: handedness and sequence complexity.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Multi-scale facility context and micro-spatial motor-vehicle-cyclist conflict risk at signalized intersections: a characterized spatial squares framework.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Multi-criteria drug ranking for prostate cancer using graph-theoretic descriptors and fuzzy machine learning with MARCOS decision analysis.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Machine learning-assisted prediction and SHAP-based analysis of non-metal-doped ZnO photocatalysts: Data-driven modelling of bandgap, degradation efficiency, and kinetics.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
RE-DGCL: Reinforcement-evolutionary dynamic graph contrastive learning via proactive decisional evolution.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Fast and scalable likelihood maximization for Exponential Random Graph Models with local constraints
uncertain
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- supportingDirectory of Open Access Journals: A matching record was returned by DOAJ.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Generating interesting scientific ideas using knowledge graphs and LLMs: Evaluations with 100 research group leaders.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Computational rheometry of viscoelastic networks: From random graphs to biomolecular condensates
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- cautionPublication version: Identified as a preprint; peer review and later versions may change the record.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Extremal spectral properties of random graphs.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Simple evolving random graphs.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Singular-value statistics of directed random graphs.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Integer traffic assignment problem: Algorithms and insights on random graphs.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Large deviation properties of minimum spanning trees for random graphs.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
S-CGD: Synchronization of Integer States in Dynamic Networks With Switching Topologies
uncertain
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- supportingDirectory of Open Access Journals: A matching record was returned by DOAJ.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 4 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Outer-Convex Dominating Set in the Corona of Graphs as Encryption Key Generator
uncertain
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- supportingDirectory of Open Access Journals: A matching record was returned by DOAJ.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 4 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Density of States of Randomly Sprinkled Graphs and the Renewal Approach to Ground State Problems
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Generating random graphs with prescribed graphlet frequency bounds derived from probabilistic networks.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
On comparing configuration graphs robustness in a random environment
uncertain
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- supportingDirectory of Open Access Journals: A matching record was returned by DOAJ.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Special Generation of Random Graphs and Statistical Study of Some of Their Invariants
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- cautionPublication version: Identified as a preprint; peer review and later versions may change the record.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Consistent Markov Edge Processes and Random Graphs
limited evidence
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- cautionDOI registered: No matching Crossref record was present in this response.
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Block-Separable Copula Generated Random Graphs for Directed Networks
limited evidence
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Structural classification of proteins based on multidimensional horizontal visibility graphs.
limited evidence
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- not scoredPublication version: A publication version was supplied but is not scored.
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Spreading Social Influence with both Positive and Negative Opinions in Online Networks
uncertain
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Analysis of the structural reliability of communication networks supporting protective switching mechanisms for one protected section and one backup section
uncertain
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Granger Causality among Graphs and Application to Functional Brain Connectivity in Autism Spectrum Disorder
uncertain
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Tail Index Estimation of PageRanks in Evolving Random Graphs
uncertain
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The Geometry of Quantum Walks on Graphs—Theory and Applications
uncertain
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WEIGHTED LAPLACIANS OF GRIDS AND THEIR APPLICATION FOR INSPECTION OF SPECTRAL GRAPH CLUSTERING METHODS
uncertain
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Average properties of combinatorial problems and thermodynamics of spin models on graphs
uncertain
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Uniform random sampling of planar graphs in linear time
uncertain
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Annealed invariance principle for random walks on random graphs generated by point processes in $\mathbb{R}^d$
uncertain
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Critical behavior of the annealed ising model on random regular graphs
uncertain
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Exponential bounds for inhomogeneous random graphs in a Gaussian case
uncertain
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RESEARCH COLLECTION / FLAGSHIPS 61–70 OF 90 Yin-Yang Dynamics & Five-Phase Intelligent Acupuncture at the Limit STARLI Acupuncture Trilogy | F61–F70 of 90 | Author 33 | Research Design Working Edition v1.0 This ten-volume research-design collection develops testable questions inspired by yin-yang dynamics and five-phase philosophy, spanning bounded feedback models, autonomic coupling, physiological transitions, predictive digital twins, circadian timing, multisystem networks, neuroendocrine-immune associations, explainable AI, recovery resilience and simulated multiobjective optimization. Traditional terms serve as conceptual labels, not evidence of unmeasured energies or clinical benefits. Two five-theme research units assemble ten English 777-page working editions: 300 conditional mathematical model plates, 820 chapter openings, 4,100 separately paginated investigations, 2,000 Research Gates and 330 Phoenix Answer Embryos. Designs specify measurable targets, orthogonal checks, concealed tests, rival explanations and stop decisions. These are proposed research protocols, not outcomes of clinical trials or validated therapies. Research Unit I · F61–F65 / Yin-Yang Dynamics F61 YIN-YANG DYNAMIC BALANCE AND INTELLIGENT ACUPUNCTURE CONTROL AT THE LIMIT — Models multichannel return to a prespecified physiological reference band in a hardware-in-the-loop simulator. Blinded reference reversals and intervention-order swaps challenge apparent gains against passive relaxation, PID control and linear model predictive control. No treatment decisions are made. F62 YIN-YANG INTERDEPENDENCE AND BIDIRECTIONAL AUTONOMIC REGULATION AT THE LIMIT — Tests lagged covariance between independently supported autonomic proxy channels. Masked breathing and posture swaps, pressure witnesses and matched univariate forecasts probe common-input artifacts; the model must refuse claims when sympathetic and parasympathetic effects cannot be identified separately. F63 YIN-YANG TRANSFORMATION AND HUMAN PHYSIOLOGICAL STATE TRANSITIONS AT THE LIMIT — Predeclares stress–rest–recovery state labels and scores held-out transition predictions from permitted non-invasive archives. Concealed task/rest order and frozen hidden Markov and time-only comparators test whether transitions survive label leakage and ordinary recovery trends. F64 YIN-YANG IMBALANCE CONCEPTS AND PERSONALIZED ACUPUNCTURE DIGITAL TWINS AT THE LIMIT — Asks whether blinded traditional-pattern labels add out-of-site AUC or log-likelihood beyond age, symptoms and physiology. Rater exchanges, locked pipelines and random-label controls interrogate observer leakage; retrospective twin forecasts do not authorize autonomous acupuncture. F65 YIN-YANG TEMPORAL PHILOSOPHY AND CIRCADIAN ACUPUNCTURE CONTROL AT THE LIMIT — Tests circadian-phase forecasts against matched cosinor and sleep–light history models. Blinded shifts of archived light exposure and sleep timing probe whether apparent traditional timing information persists after independent phase calibration; the work remains non-interventional. SECOND RESEARCH UNIT / FIVE-PHASE NETWORKS & SCIENTIFIC EVIDENCE Research Unit II · F66–F70 / Five-Phase Models F66 FIVE-PHASE GENERATION-RESTRAINT PHILOSOPHY AND HUMAN MULTISYSTEM NETWORK MODELING AT THE LIMIT — Compares a locked five-node physiological graph with sparse and autoregressive network baselines. Concealed sensor-to-phase permutations probe decorative labeling; held-out log scores and edge stability must improve before assigning predictive value to the proposed topology. F67 FIVE-PHASE PHILOSOPHY AND NEUROENDOCRINE-IMMUNE NETWORKS AT THE LIMIT — Examines delayed hormone–immune associations in permitted archived assays. Resampling frequency challenges and diurnal-adjusted regressions test whether apparent network delays are caused by circadian trends or shared sampling clocks; impossible biological lags trigger rejection. F68 FIVE-PHASE PATTERN DIFFERENTIATION AND EXPLAINABLE AI IN MEDICINE AT THE LIMIT — Tests whether blinded pattern categories add held-out discrimination and calibration beyond conventional clinical covariates. Hidden institution/annotator shifts, permuted labels and external validation confront leakage, annotation bias and unreliable diagnostic confidence; no automated diagnosis is claimed. F69 FIVE-PHASE CYCLIC PHILOSOPHY AND PHYSIOLOGICAL NETWORK RESILIENCE AT THE LIMIT — Measures normalized residual recovery after ethically bounded observations or simulated network disruptions. Concealed removal of a simulated node and passive-return or linear-dynamics controls test whether cyclical mapping adds anything beyond conventional feedback; protective thresholds remain absolute. F70 FIVE-PHASE PHILOSOPHY AND MULTIOBJECTIVE INTELLIGENT ACUPUNCTURE OPTIMIZATION AT THE LIMIT — Examines stability of a simulated Pareto front for benefit, burden and uncertainty within a hard safety set. Sealed comfort/uncertainty priority swaps expose arbitrary weight selection; the design does not perform or recommend human acupuncture interventions. Physical Scope, Falsifiability & Evidence Status The studies are restricted to consented or authorized de-identified non-invasive recordings, archived assays, synthetic data, offline analyses and simulation or hardware-in-the-loop testing. There are no delivered acupuncture treatments, clinical trials or established efficacy findings. Conventional matched-budget baselines, fixed labels, independent physical witnesses and explicit stopping criteria are required before any candidate advantage can be claimed. The stated methodological ancestry is the STARLI 90 Flagship Master v1.3, with source-supplied DOI references 10.5281/zenodo.23480803, 10.5281/zenodo.23486020 and 10.5281/zenodo.23318840. These records are research lineage, not independent validation of the proposed models. DOI metadata, formula-domain fit and scientific interpretations require separate external checking. Research Gates & Quality Assurance Boundary The supplied batch QA reports ten 777-page PDFs and no exact duplicate Gate questions or complete six-part annotations. Lexical nearest-neighbor analysis reported a maximum score of 0.8598, with 42 matches at or above 0.80 and none at or above 0.90. Automated checks do not establish independent mechanisms, empirical novelty or clinical safety; specialized review and prospective testing remain outstanding. Join the STARLI Research Community Explore more than 100 interdisciplinary research themes and follow the evolving STARLI Research Gate community: https://zenodo.org/communities/starli-research-gate/ We do not need to know which door future generations will choose to open. We only hope that when they open it, they will find a little light to guide their way. 🌈🚪✨
limited evidence
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- supportingOpen access status: Normalized open-access status: open.
- supportingPublication license: A publication license was supplied: https://creativecommons.org/licenses/by/4.0/legalcode. Presence improves reuse transparency, not research validity.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
RESEARCH COLLECTION / FLAGSHIPS 81–90 OF 90 Classical Qi, Mind-Body Inquiry & Trustworthy Biomedical Evidence at the Limit STARLI Acupuncture Trilogy | F81–F90 of 90 | Author 33 | Research Design Working Edition v1.0 This ten-volume research-design collection tests classical qi-blood descriptions against microcirculatory measurements, mind-body attention effects, qigong breathing and bioelectric artifacts, volitional neurofeedback, and externally asserted qi phenomena. Its second research unit explores provenance-aware acupuncture knowledge graphs, acupoint nano-interfaces, causal pattern models, matched-resource quantum sensing and cross-generational evidence platforms. Cultural concepts are hypotheses and labels, not proven energies or therapies. Two five-theme research units contain ten English 777-page working editions: 300 conditional mathematical research plates, 820 chapter openings, 4,100 separately paginated investigations, 2,000 Research Gates and 330 Phoenix Answer Embryos. Designs call for blinded perturbations, calibrated physical witnesses, optimized conventional baselines and explicit stop policies. This collection reports candidate research protocols, not completed results or demonstrated clinical effects. Research Unit I · F81–F85 / Classical Claims & Blinded Physiology F81 QI-BLOOD PHILOSOPHY AND HUMAN MICROCIRCULATORY PHYSIOLOGY AT THE LIMIT — Tests whether preregistered qi-blood labels improve held-out microvascular perfusion prediction beyond temperature, anatomy, pulse and motion. Blinded non-needle cues and matched warm stimuli challenge ordinary thermal and cardiovascular explanations. Tissue stress, unblinded-only gains or calibration failure are hard stops. F82 MIND-BODY UNITY PHILOSOPHY AND PSYCHOPHYSIOLOGICAL REGULATION AT THE LIMIT — Separates randomized attention and feedback effects from autonomic changes caused by posture or covert muscle activation. Crossed blinded feedback, hidden replay and synchronized ECG, EMG and posture controls challenge interpretation of subjective sensation as a distinct mechanism. Unidentifiable effects or consent failure halt claims. F83 QIGONG BREATHING AND HUMAN BIOELECTRIC REGULATION AT THE LIMIT — Compares qigong-labeled breathing with ordinary paced breathing under matched respiration, electrode geometry and motion. Masked rate matching and exchanged session labels test whether sweat activity, respiratory rhythms or contact impedance account for surface EDA/ECG differences. Uncontrolled artifact prohibits special-energy inference. F84 VOLITION, MIND-BODY UNITY AND INTELLIGENT NEUROFEEDBACK AT THE LIMIT — Challenges apparent intent-related information using live versus timestamp-matched replayed neurofeedback, yoked sham feedback and identical EEG bandwidth. Cross-validated information gains must survive face-EMG, breathing and expectancy controls. Label leakage, unsafe feedback or ignored human stop authority veto interpretation. F85 EXTERNAL QIGONG CLAIMS, CLASSICAL QI THEORY AND SCIENTIFIC FALSIFIABILITY AT THE LIMIT — Subjects alleged remote effects to sealed target schedules, signal isolation, independent randomization and double-blind instrument readings. Shams, shielded blanks and equal operator schedules confront electromagnetic, acoustic, thermal and experimenter leakage. Nonblind-only effects or selective exclusions trigger refusal; remote qi remains unestablished. SECOND RESEARCH UNIT / SOURCE FIDELITY & SUCCESSOR SCIENCE Research Unit II · F86–F90 / Knowledge, Causality & Continuity F86 CLASSICAL ACUPUNCTURE KNOWLEDGE GRAPHS AND TRUSTWORTHY MEDICAL AI AT THE LIMIT — Measures source-attribution error when classical manuscripts are converted into provenance-typed biomedical knowledge graphs. Blinded conflicting translations, swapped citations and out-of-era terms test edition drift and label leakage against a source-linked retrieval baseline. Unsupported upgrades from historical narration to medical fact must be rejected. F87 INTELLIGENT NANO-ACUPUNCTURE AND CLASSICAL ACUPOINT KNOWLEDGE INTEGRATION AT THE LIMIT — Compares sensing at predeclared classical points against anatomy-matched same-layer control locations. Concealed point/nonpoint coordinate substitutions confront contact geometry, skin thickness and mismatched historical annotations; independent anatomical registration is the comparator. No stable point-specific improvement or sensor integrity stops the claim. F88 AI CLOSED-LOOP ACUPUNCTURE AND CAUSAL VALIDATION OF CLASSICAL PATTERN MODELS AT THE LIMIT — Uses approved retrospective randomized data to ask whether classical pattern labels add transportable causal response information beyond symptom severity. Blinded rater disagreements and sham/reference contrasts challenge expectancy and confounding; common-support and sensitivity checks are mandatory. There is no authorized autonomous acupuncture intervention. F89 QUANTUM SENSING, NANO-ACUPUNCTURE AND CLASSICAL LIFE PHILOSOPHY AT THE LIMIT — Tests matched-resource readout precision using NV-diamond sensing and an optimized conventional instrument with identical distance, bandwidth, integration time and calibration standards. Blinded sensor swaps challenge photon-dose and geometry advantages. No reproducible independent precision gain, or claims of novel meridian energy, warrant refusal. F90 CLASSICAL ACUPUNCTURE PHILOSOPHY AND FUTURE INTELLIGENT BIOMEDICAL CIVILIZATION PLATFORMS AT THE LIMIT — Tests whether a successor laboratory can replay frozen accept/reject decisions after a hardware or software generation change. Concealed vendor-metadata swaps confront semantic lookalikes, circular citations and operator rescue. Human-readable provenance ledgers and FAIR archiving are baselines; lost source identity or human veto is a hard stop. Physical Scope, Falsifiability & Evidence Status The work is restricted to consented non-invasive observation, inert phantoms, passive instruments, approved historical datasets, document-based source analysis and offline simulation. No anatomical qi conduit, external qi transfer, mind-to-matter coupling, quantum physiological force or treatment efficacy is established. Sensor calibration, independent ground truth, blinded denominators, source provenance and human stop authority remain essential. Research lineage is the STARLI 90 Flagship Master v1.3, with source-provided methodological DOIs 10.5281/zenodo.23480803, 10.5281/zenodo.23486020 and 10.5281/zenodo.23318840. These mark editorial ancestry, not experimental confirmation. External bibliographic metadata checks are limited; individual formula-to-endpoint fit and relevance require independent specialist review, particularly the provisional doubly robust expression in F88. Research Gates & Quality Assurance Boundary The source batch QA reports ten 777-page PDFs, zero exact duplicate Gate questions and zero exact duplicate full six-part annotations. Cross-book lexical screening records a maximum nearest-neighbor similarity of 0.8832, with 93 cases at or above 0.80 and none at or above 0.90. Such automated checks do not establish independent causal mechanisms, scientific novelty, clinical safety or experimental validation. Join the STARLI Research Community Explore more than 100 interdisciplinary research themes and follow the evolving STARLI Research Gate community: https://zenodo.org/communities/starli-research-gate/ We do not need to know which door future generations will choose to open. We only hope that when they open it, they will find a little light to guide their way. 🌈🚪✨
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Echoes of the Fine-Structure Constant: Five Arrangements of the 2×3 Cell's Fixed Objects That Land on α⁻¹
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Power concentration and singular local regularization in a spherical random laser
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- cautionPublication version: Identified as a preprint; peer review and later versions may change the record.
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Network representations of digital clock drawings for cognitive impairment detection.
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Phenologs at knowledge-graph scale: a mouse-to-slime-mold catalog of candidate genes for thousands of human diseases.
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smoothclust: Spatial smoothing and boundary-density summaries for spatial transcriptomics.
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AN IMPROVED LOWER BOUND FOR THE EXPANSION OF RANDOM REGULAR GRAPHS THROUGH π-LIFTS
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Annealed Invariance Principle for Random Walks on Random Graphs Generated by Point Processes in R-d
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Escaping the Phylogenetic Trap: Persistent Homology Enables Cross-Species Ion Channel Classification via Multimodal Graph Neural Networks.
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Marches au hasard sur des graphes géométriques aléatoires engendrés par des processus ponctuels
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Transfer Operators on Random Graph Ensembles: Coherence, Clustering, and Phase Transitions
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