Paper Citation Record · LEDGER

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs

As of 16 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2507.16860.

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

pith.paper-citation-record.v1
2507.16860 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:28:36.878106Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

37 of 37 outbound references displayed

verified exact1
verified fuzzy33
unresolved3
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5a79596e-b8ba-454f-a9e4-023a62c951b4 · outbound

This paper cites Linkedin statistics 2025: Active users data (worldwide),.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Linkedin statistics 2025: Active users data (worldwide),

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:44.028534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2b057d50-141c-4cf4-afbd-5b4299090f6d · outbound

This paper cites Aiding the detection of fake accounts in large scale social online services,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Aiding the detection of fake accounts in large scale social online services,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:43.637325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 33847686-6ce7-4575-bba0-b746b453a258 · outbound

This paper cites Identifying Fake Profiles in LinkedIn.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Identifying Fake Profiles in LinkedIn

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:28:37.152699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 596e19b2-2ce1-48d9-bd34-7726ff613ae6 · outbound

This paper cites The looming threat of fake and llm- generated linkedin profiles: Challenges and opportunities for detection and preven- tion,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs The looming threat of fake and llm- generated linkedin profiles: Challenges and opportunities for detection and preven- tion,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:43.467768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7a192b5c-671e-4ef2-835b-f9a7b9594274 · outbound

This paper cites Fake accounts are getting way more common on linkedin (data),.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Fake accounts are getting way more common on linkedin (data),

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:43.258719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ed37dd35-963b-4c6d-b0d7-707df19296aa · outbound

This paper cites Linkedin fake profile detection,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Linkedin fake profile detection,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:42.844525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f9a07067-c20e-453d-81b6-0dce089b0fbb · outbound

This paper cites Available: https://besedo.com/blog/linkedin-fake-accounts/.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Available: https://besedo.com/blog/linkedin-fake-accounts/

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:43.076587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1d106a44-8248-43e4-b4f7-589920d2e2d1 · outbound

This paper cites Friend or faux: Graph-based early detec- tion of fake accounts on social networks,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Friend or faux: Graph-based early detec- tion of fake accounts on social networks,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:42.368444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f83b871a-8c8c-488c-8c28-0fddd16b4efa · outbound

This paper cites Sybilbelief: A semi-supervised learning approach for structure-based sybil detection,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Sybilbelief: A semi-supervised learning approach for structure-based sybil detection,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:42.622160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2509105a-b191-41ae-9720-c8dbd9596a41 · outbound

This paper cites Authorship verification applied to detection of compromised accounts on online social networks: A continuous approach,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Authorship verification applied to detection of compromised accounts on online social networks: A continuous approach,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:41.980917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1c491d68-d55d-4342-bf76-69b5e47e9474 · outbound

This paper cites Sybilflyover: Heterogeneous graph-based fake account de- tection model on social networks,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Sybilflyover: Heterogeneous graph-based fake account de- tection model on social networks,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:42.152830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 98a06bfc-39f7-48e7-b4cc-fd543f164dd1 · outbound

This paper cites Llm-assisted cheating detection in korean lan- guage via keystrokes,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Llm-assisted cheating detection in korean lan- guage via keystrokes,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:41.597277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation affc3680-ffa1-4cba-b38e-5d7a01b9ce18 · outbound

This paper cites Keystroke dynamics against academic dishonesty in the age of llms,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Keystroke dynamics against academic dishonesty in the age of llms,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:41.766589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c800437b-c062-4ebc-8221-897484bc377b · outbound

This paper cites Bhattasali and K.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Bhattasali and K

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:41.159963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 931f49b4-22c8-48a2-b211-61327078c57d · outbound

This paper cites Spotting fake profiles in social networks via keystroke dynamics,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Spotting fake profiles in social networks via keystroke dynamics,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:41.410162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9cf24aa4-a5cc-4032-a29b-477c0d8e489f · outbound

This paper cites Available: https://sites.google.com/view/weaklinksinlinkedin.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Available: https://sites.google.com/view/weaklinksinlinkedin

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:40.723053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ff12767c-b075-4739-9d25-782f5305317d · outbound

This paper cites Unmasking fake social network accounts with explainable intelligence,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Unmasking fake social network accounts with explainable intelligence,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:40.971882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 880a49ec-9feb-4af6-81b5-63f8e37c187b · outbound

This paper cites Roberta: A robustly optimized bert pretraining ap- proach,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Roberta: A robustly optimized bert pretraining ap- proach,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:40.216931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation aeb76d4a-dc34-4dcb-8e04-52b3dc492b29 · outbound

This paper cites BERT: Pre-training of deep bidirectional transformers for language understanding.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs BERT: Pre-training of deep bidirectional transformers for language understanding

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:40.467959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 958644d3-0ea0-428c-b8c0-9b2d60ae6edc · outbound

This paper cites Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T15:28:35.224279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66438d6b-db62-4d60-b407-2d6242bb4308 · outbound

This paper cites Deberta: Decoding-enhanced bert with disentangled attention,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Deberta: Decoding-enhanced bert with disentangled attention,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:39.977081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c1459110-1f0f-4e95-b5ae-f40b542106dd · outbound

This paper cites Glove: Global vectors for word representation,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Glove: Global vectors for word representation,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:39.537466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1b20d450-3f3d-4a84-adba-2d2eb5e43b83 · outbound

This paper cites Contextual string embeddings for sequence labeling,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Contextual string embeddings for sequence labeling,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:39.740228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fbd08a92-0058-43e0-bbc7-4984c7135f2a · outbound

This paper cites Why do adversarial attacks transfer? explaining transferability of evasion and poisoning attacks,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Why do adversarial attacks transfer? explaining transferability of evasion and poisoning attacks,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:39.342263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 39ac4b9c-c1df-4db3-a455-6847a333d1e5 · outbound

This paper cites Enhancing Robustness of Machine Learning Systems via Data Transformations.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Enhancing Robustness of Machine Learning Systems via Data Transformations

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T15:28:35.537537Z

Source-reported events for the cited work

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Observation 729ea4c2-f57a-4fe0-b4f7-380fb025b99b · outbound

This paper cites Catboost: unbiased boosting with categor- ical features,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Catboost: unbiased boosting with categor- ical features,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:38.923927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dcca0dc2-cfb0-4ec6-9322-0290cdc3e444 · outbound

This paper cites Xgboost: A scalable tree boosting system,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Xgboost: A scalable tree boosting system,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:39.112319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 77bdf2fb-0c11-4994-bf61-794a5e01eaba · outbound

This paper cites Algorithms for hyper-parameter optimization,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Algorithms for hyper-parameter optimization,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:38.536346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 88a2ecd3-76bc-4701-8f2f-2a2af32ba379 · outbound

This paper cites Practical bayesian optimization of machine learning algorithms,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Practical bayesian optimization of machine learning algorithms,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:38.708068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4690d1ab-7a50-4477-8e26-a7e32afe4cad · outbound

This paper cites Understanding model calibration – a gentle introduction and visual exploration of calibration and the expected calibration error,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Understanding model calibration – a gentle introduction and visual exploration of calibration and the expected calibration error,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:38.285443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6746da96-55c1-4698-869c-c458d723e30a · outbound

This paper cites Optimizing deep learning hyperparameters through an evolutionary algorithm,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Optimizing deep learning hyperparameters through an evolutionary algorithm,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:38.428770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1a810d54-32eb-4eb9-83a1-e55f4fe1590f · outbound

This paper cites an unresolved cited work.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:28:37.870605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 40f62034-c2df-496e-a2c6-cf71d8d0fb2b · outbound

This paper cites Verification of forecasts expressed in terms of probability,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Verification of forecasts expressed in terms of probability,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:38.145019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 65f32a40-9f77-44f9-9b33-53645001c6a3 · outbound

This paper cites Improving calibration through the relationship with adversarial robustness,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Improving calibration through the relationship with adversarial robustness,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:37.474027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 42786fe2-853d-4993-b4be-fc2edbf516fb · outbound

This paper cites Enriching tabular data with contextual llm embed- dings: A comprehensive ablation study for ensemble classifiers,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Enriching tabular data with contextual llm embed- dings: A comprehensive ablation study for ensemble classifiers,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:37.688272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5cd4d7e9-57f1-4522-9457-14011bb8eed2 · outbound

This paper cites Towards certification of uncertainty calibration under adversarial attacks,.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Towards certification of uncertainty calibration under adversarial attacks,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:37.330508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2bd85a3f-bd93-4134-a5c7-3ab44eea28d1 · outbound

This paper cites Available: https://www.demandsage.com/linkedin-statistics/.

Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs Available: https://www.demandsage.com/linkedin-statistics/

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:28:43.814128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

No inbound Pith citation observations are available.