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Paper Citation Record · LEDGER

SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks

As of 16 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 2026-08-16T06:30:59.297886+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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.744975Z digest=sha256:b049078da8b005ab787dd46477a1931c6129593d07b1ad45826a66e4529c9e7f

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.749097Z digest=sha256:69909edda36a325bbf79f24ed1d2a9ce8f8bc0a2df5490adf75d5f2ecf83b828

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.753171Z digest=sha256:fcbb4d1ee9bc7e534e6e9b0ecd165a719372d0b1a5a9058502707c6e1084edd7

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.758085Z digest=sha256:509041df7a6ae35f50d58c9e6b2526b4b8c310a278ac168498d780d2bd9c7b68

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.763587Z digest=sha256:b1d54d80ec0657b3489b1928fc0c3ab296758a04c827778f231e0f1abb77a79f

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.768276Z digest=sha256:f02e37f5ad18366b2173c3a3fb3e4d977103d32c38b5e985131a1e71031696d8

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.772957Z digest=sha256:fe8428d290d8c410881e6523a1a06c6887c1fe7db2ccfe86078c9d9de3836572

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.776860Z digest=sha256:6aa512d314159dd00e4b22a381e4579dd162c43d01671eaf9f509a13a2050821

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.780350Z digest=sha256:5911c3c201e85319d49f0f63c9b9777036aba48b92f4b7daeddf22a8c1cc4890

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.783970Z digest=sha256:145a50ea4d42f33082ebb3667d6ddb2b2452c30422ef26b83eddf65b472fe28f

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.787488Z digest=sha256:f0a7aec0c92b2eea43ceb62ba196c6e3a4488698502f5d308b5e0dac0e8893d2

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T14:05:44.791003Z digest=sha256:c19a7a5274cc8e6a8960a7b496fd0f9cadd0852e327eac23be0c255d3d253062

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.795663Z digest=sha256:1368f179a345f2b51ff8b7f56cfbfe9d882a8a8ab4b9630a1dcab1c275e0a30c

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.799857Z digest=sha256:87c62ac3fe298c3688ccc7eae6ec81ecba232a0f8ffb0ab0e1cfb8b88f211653

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.803750Z digest=sha256:8643acd453112c4d9e70daea5a81a51aaad6642ae7865a4e70429236b504f4b9

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.807564Z digest=sha256:4e83f619f4f7f4fd5d84f449454393f675647b807483c43a9f5871603aa3e128

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.811229Z digest=sha256:846bd654e1b15386bdf9a15539058e89ac2019c3972143df3e1a349c78871b86

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.815282Z digest=sha256:074577141cf047dff4fb2b15460f50d840de0d690026b504c1cd38ec7c045d59

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.819192Z digest=sha256:4d2113adcaa2740a7d83a4a6cbe4f829338374743dc3920c740f4e11b4e7ab5e

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.823004Z digest=sha256:7abf0809d4190720a3c4f6c3d03384dd1f1214ef74bfd37a3526d76cf837dd72

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.827082Z digest=sha256:fc6dbd1b057927d92574af0b3f92b6a40f1512e5bfb496a5356d905c3cffd2de

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.830699Z digest=sha256:29d594ce73d71586bf5f153e812277f6851eddd2f041ec032b131de72d487605

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

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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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T14:05:44.834700Z digest=sha256:f1b057d682911eedbb5eb27b17d6d48e33e87120d0b470543b535af5069b1e70

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T14:05:44.837959Z digest=sha256:aa609280690f91318ca3778e7a941df053454fc6ea203da5e8cb06025b397d57

Pith citing papers

No inbound Pith citation observations are available.