Paper Citation Record · LEDGER

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks

As of 20 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:1908.03849.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
1908.03849 v3

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T14:05:44.837959Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy22
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 042e6842-dfd4-4e48-ac0b-525fddaf0342 · outbound

This paper cites Variational autoencoder based anomaly detection using reconstruction probability.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Variational autoencoder based anomaly detection using reconstruction probability

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.154254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ca8e4f00-3568-4728-955d-4ee419f9efce · outbound

This paper cites Lof: identifying density-based local outliers.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Lof: identifying density-based local outliers

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.143171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 33505f42-5a59-45fb-8912-000f7dd5d594 · outbound

This paper cites Outlier detection with autoencoder ensembles.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Outlier detection with autoencoder ensembles

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.131995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7e55cc21-558b-4201-9a75-3a331ccf204b · outbound

This paper cites Convolutional neural networks on graphs with fast localized spectral filtering.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Convolutional neural networks on graphs with fast localized spectral filtering

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.119548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0cc38278-a5f9-46d1-b931-82b1da806e82 · outbound

This paper cites Outlier detection using replicator neural networks.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Outlier detection using replicator neural networks

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.108002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5144c8df-54dc-455c-b6a6-cf5760687fad · outbound

This paper cites Graph recurrent networks with attributed random walks.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Graph recurrent networks with attributed random walks

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.095732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0b276f0a-0c40-4c81-8887-d4753f21def3 · outbound

This paper cites Semi-supervised classification with graph convolutional networks.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Semi-supervised classification with graph convolutional networks

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.083695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 035552e1-f982-4535-875d-3961188059ed · outbound

This paper cites Radar: Residual analysis for anomaly detection in attributed networks.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Radar: Residual analysis for anomaly detection in attributed networks

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.071799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2c19e973-fc50-4aa8-b213-a1c1a9751a9c · outbound

This paper cites Deeper insights into graph convolutional networks for semi-supervised learning.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Deeper insights into graph convolutional networks for semi-supervised learning

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.059868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 94b7433f-96b6-4974-88d3-a45bd8534b0e · outbound

This paper cites Deep structured cross-modal anomaly detection.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Deep structured cross-modal anomaly detection

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.048490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a23a073f-5d07-4db8-8043-ceefc4e0a746 · outbound

This paper cites Accelerated local anomaly detection via resolving attributed networks.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Accelerated local anomaly detection via resolving attributed networks

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.037496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1b0783af-4fb1-4a5f-994b-04077024bf82 · outbound

This paper cites Is a Single Vector Enough? Exploring Node Polysemy for Network Embedding.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Is a Single Vector Enough? Exploring Node Polysemy for Network Embedding

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-14T14:05:44.791003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fa641d2-ccd2-448e-bd80-7ebb642b2766 · outbound

This paper cites Optimized laplacian image sharpening algorithm based on graphic processing unit.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Optimized laplacian image sharpening algorithm based on graphic processing unit

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.025914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 01e7d51a-d9f1-472c-82a5-3069e1802c6b · outbound

This paper cites Birds of a feather: Homophily in social networks.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Birds of a feather: Homophily in social networks

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.014295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 47ced642-e0d2-4eb8-bc90-2fa18801bdf0 · outbound

This paper cites Focused clustering and outlier detection in large attributed graphs.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Focused clustering and outlier detection in large attributed graphs

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:45.003587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ef5f92a6-6464-457b-a3e4-de35f1cc50c7 · outbound

This paper cites o rnitz, Lucas Deecke, Shoaib Ahmed Siddiqui, Robert Vandermeulen, Alexander Binder, Emmanuel M \.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks o rnitz, Lucas Deecke, Shoaib Ahmed Siddiqui, Robert Vandermeulen, Alexander Binder, Emmanuel M \

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:44.990518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 24a57f15-9c93-490e-9853-ce4fafbabd1f · outbound

This paper cites Anomaly detection using autoencoders with nonlinear dimensionality reduction.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Anomaly detection using autoencoders with nonlinear dimensionality reduction

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:44.977747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 493db3b4-6c2b-4680-8592-70136a7b7c15 · outbound

This paper cites Support vector method for novelty detection.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Support vector method for novelty detection

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:44.965204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 45603a31-ff92-4f30-9603-7e0ef8ab4807 · outbound

This paper cites Detecting anomalies in graphs.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Detecting anomalies in graphs

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:44.951972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f619ae0c-5da5-4857-bc18-53d26f667f57 · outbound

This paper cites Conditional anomaly detection.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Conditional anomaly detection

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:44.939542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ef50a5c4-f3a9-4fb7-acad-e22e812bf1e7 · outbound

This paper cites Deepmem: Learning graph neural network models for fast and robust memory forensic analysis.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Deepmem: Learning graph neural network models for fast and robust memory forensic analysis

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:44.926791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 52d60d6d-ef07-4a31-bda6-9390c894673a · outbound

This paper cites Netwalk: A flexible deep embedding approach for anomaly detection in dynamic networks.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Netwalk: A flexible deep embedding approach for anomaly detection in dynamic networks

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:44.913444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1a8bb866-55ee-426a-b363-7bde4e35ad46 · outbound

This paper cites Deep autoencoding gaussian mixture model for unsupervised anomaly detection.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Deep autoencoding gaussian mixture model for unsupervised anomaly detection

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:05:44.898888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 73678472-4b9a-4c1c-9298-99b82efd0e9d · outbound

This paper cites write newline.

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks write newline

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-14T14:05:44.837959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.