Condensed summary of graph anomaly detection methods and their key strengths and limitations.

Condensed summary of graph anomaly detection methods and their key strengths and limitations.

<p>Condensed summary of graph anomaly detection methods and their key strengths and limitations.</p>

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Sonraí bibleagrafaíochta
Príomhchruthaitheoir:	Hossein Rafieizadeh (22676722) (author)
Rannpháirtithe:	Hadi Zare (20073000) (author), Mohsen Ghassemi Parsa (22676725) (author), Hocine Cherifi (8177628) (author)
Foilsithe / Cruthaithe:	2025
Ábhair:	Cell Biology Science Policy Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Information Systems not elsewhere classified intrusions across social reconstructions across views level contrastive learning dual contrastive learning across six benchmarks div >< p view discrepancies underutilized augmented graph views dcor improves auroc view discrepancies level contrast dual autoencoder augmented view specific information six datasets reduces auroc publicly available preserves fine physical domains performing non maximum gain leaving cross identifying threats financial fraud existing graph dcor reconstructs dcor ), contrasts reconstructions attributed networks attribute patterns
Clibeanna:	Cuir clib leis Níl clibeanna ann, Bí ar an gcéad duine le clib a chur leis an taifead seo!

Míreanna comhchosúla

Structural and node-level augmentations for graph anomalies.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Anomalies in attributed networks.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Diversity of augmented graphs.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Anomaly detection performance (AUROC).
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Description of the datasets statistics and their anomaly ratios.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Ablation on Amazon.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Abbreviations and notation.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Normalized total loss on the Facebook dataset (DCOR with and without RLC).
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Normalized training loss vs. baselines (Facebook).
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Dual autoencoder with reconstruction-level contrast.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Embedding vs. reconstruction-level contrast (RLC).
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

المشهور المبني على الضعيف عند المالكية: دراسة تأصيلية - تطبيقية
de réir: Abu Aladas, Ibrahim Ahmed
Foilsithe / Cruthaithe: (2023)

Oblique views of a 3D Model of the Mosque 4 & 5 at Kua Ruins
de réir: Heinz Rüther (6040169)
Foilsithe / Cruthaithe: (2025)

Oblique views of a 3D Model of the Mosque 6 at Kua Ruins
de réir: Heinz Rüther (6040169)
Foilsithe / Cruthaithe: (2025)

Oblique views of a 3D Model of the Mosque 3 at Kua Ruins
de réir: Heinz Rüther (6040169)
Foilsithe / Cruthaithe: (2025)

Oblique views of a 3D Model of the Mosque 3 & Pillar Tomb at Kua Ruins
de réir: Heinz Rüther (6040169)
Foilsithe / Cruthaithe: (2025)

Oblique views of a 3D Model of the Mosque 2 at Kua Ruins
de réir: Heinz Rüther (6040169)
Foilsithe / Cruthaithe: (2025)

Oblique views of a 3D Model of the Mosque 1 at Kua Ruins
de réir: Heinz Rüther (6040169)
Foilsithe / Cruthaithe: (2025)

Oblique views of a 3D Model of the House 5 at Kua Ruins
de réir: Heinz Rüther (6040169)
Foilsithe / Cruthaithe: (2025)

Oblique views of a 3D Model of the House 4 at Kua Ruins
de réir: Heinz Rüther (6040169)
Foilsithe / Cruthaithe: (2025)

Panoramas at the Kua Ruins heritage site
de réir: Heinz Rüther (6040169)
Foilsithe / Cruthaithe: (2025)

Students with DLD: Support and progress in school (Wallmann et al., 2025)
de réir: Julia Wallmann (22593502)
Foilsithe / Cruthaithe: (2025)

A Panorama Tour of the Kua Ruins heritage site
de réir: Heinz Rüther (6040169)
Foilsithe / Cruthaithe: (2025)

خطة إعادة التنظيم الاعتيادية لإنقاذ المشروعات الاقتصادية المتعثرة وفقًا لقانون الإعسار الأردني: دراسة مقارنة
de réir: Al-Arnaout , Ibrahim Sabri
Foilsithe / Cruthaithe: (2020)

Schematic representation of key findings.
de réir: Adam J. O. Dede (11554007)
Foilsithe / Cruthaithe: (2025)

Individual memory performance was predicted by a subset of iEEG signal components.
de réir: Adam J. O. Dede (11554007)
Foilsithe / Cruthaithe: (2025)

Short periods of increased connectivity between ROIs are characterized by a sparse overall network state.
de réir: Adam J. O. Dede (11554007)
Foilsithe / Cruthaithe: (2025)

Patterns of connectivity were different depending on time alignment.
de réir: Adam J. O. Dede (11554007)
Foilsithe / Cruthaithe: (2025)

Patterns of mnemonic differences in phase clustering are dependent on time alignment.
de réir: Adam J. O. Dede (11554007)
Foilsithe / Cruthaithe: (2025)

High-frequency broadband (HFB) peak latency timing changes with memory.
de réir: Adam J. O. Dede (11554007)
Foilsithe / Cruthaithe: (2025)

Task and channel coverage.
de réir: Adam J. O. Dede (11554007)
Foilsithe / Cruthaithe: (2025)

Perceptogram Encoding Weight Reconstructions from THINGSEEG2
de réir: Teng Fei (22496582)
Foilsithe / Cruthaithe: (2025)

Table 2_OFGPMA: Optimal frequency graph representation learning for pseudogene and miRNA association prediction.docx
de réir: Yongbin Zeng (529358)
Foilsithe / Cruthaithe: (2025)

Table 1_OFGPMA: Optimal frequency graph representation learning for pseudogene and miRNA association prediction.xlsx
de réir: Yongbin Zeng (529358)
Foilsithe / Cruthaithe: (2025)

Taklimakan Desert-Surface pollen-Data
de réir: Cao Yu (22669166)
Foilsithe / Cruthaithe: (2025)

<b>Reconstruction of the Wenchuan debris flow process in August, 2022 by in-situ monitoring and analysis of seismic signals</b>
de réir: Yan Yan (14813125)
Foilsithe / Cruthaithe: (2025)

Video 1_Potential of methylene blue fluorescence angiography for multiple intraoperative tissue perfusion assessments in plastic and reconstructive surgery: current knowledge and prospects.mp4
de réir: Danique J. I. Heuvelings (22682036)
Foilsithe / Cruthaithe: (2025)

Video 2_Potential of methylene blue fluorescence angiography for multiple intraoperative tissue perfusion assessments in plastic and reconstructive surgery: current knowledge and prospects.mp4
de réir: Danique J. I. Heuvelings (22682036)
Foilsithe / Cruthaithe: (2025)

Video 3_Potential of methylene blue fluorescence angiography for multiple intraoperative tissue perfusion assessments in plastic and reconstructive surgery: current knowledge and prospects.mp4
de réir: Danique J. I. Heuvelings (22682036)
Foilsithe / Cruthaithe: (2025)

Figure 6 – Source Data and MATLAB Code (dmPFC firing, neural selectivity, and LDA decoding)
de réir: Jinseon Yu (22598699)
Foilsithe / Cruthaithe: (2025)

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