Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:55:27.802303Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2507.09762.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:55:27.802303Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
65 of 65 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 95b1931a-7de8-4418-833c-3d8f43cb0dd1 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Securebert: A domain-specific language model for cybersecurity
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 82b4e812-4890-450d-ab9e-5a8e31156dcc · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Cyner: A python library for cybersecurity named entity recognition,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ac7f9cda-391a-49b4-b9ca-ec5a1acbde86 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Alkhodair, Steven H
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7696b11b-d8fc-454e-9e66-59f7728d94c9 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions EUREKHA: Enhancing User Representation for Key Hackers Identification in Underground Forums
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1575d2e0-fe81-46ad-8e30-f30d03185915 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions HC-HackerRank: Identifying Key Hackers in Cybercrime Social Net- work Forums
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 52910e09-ffe0-4ff3-bbcb-4cd77a0565ef · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions NLP-Based Techniques for Cyber Threat Intelligence
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10cef07e-54ab-4371-b248-67eff6340403 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Using twitter data to monitor natural disaster social dynamics: A recurrent neural network approach with word embeddings and kernel density estimation
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 62f50d78-3b0e-41ae-9d0a-6aab1c822760 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions PromptNER: Prompting For Named Entity Recognition
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6458f075-31b0-4183-87d0-211793ce2e53 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e25cf2f5-4606-432f-8887-35ec51e62b74 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Density- based clustering based on hierarchical density estimates
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 05362e5c-c1d5-4f9b-a50d-ea104792aa4e · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Improving quality of indicators of compromise using stix graphs
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dbb52a9b-83d8-4782-9014-fcf9754e331d · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Enhancing cyber threat intelligence with named entity recognition using bert-crf
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 57cd2a4a-b8b3-4d9b-b1dc-2c7c82fc4c53 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions A survey of large language models for cyber threat detection
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a7544319-f09e-4996-8d15-97dc8c1f32a1 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions A Novel Prompting Method for Few-Shot NER via LLMs.Natural Language Processing Journal, 8:100099, September 2024
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ed77916e-7fe9-4dfb-b5ce-5a2f01096d2e · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Tweezers: A Framework for Security Event Detection via Event Attribution-centric Tweet Embedding
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0156aee1-6428-4799-866e-357d378c522b · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Cyber threat intelligence survey, 2024
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c1e33c9c-deb1-4b60-8430-e9185b770a57 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Collecting cyber threat intelligence from hacker forums via a two-stage, hybrid process using support vector machines and latent dirichlet allocation
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aefcdc65-925e-46d5-afe7-13772f5185f0 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Bert: Pre-training of deep bidirectional transformers for language understanding
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9a3aaf63-cd33-4717-8d02-2246dede251f · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions New cyber threat discovery from darknet marketplaces
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f1beb587-c454-4ee9-994b-54067d4383b7 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions A survey on hybrid-cnn and llms for intrusion detection systems: Recent iot datasets
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 97008c6a-107d-4fbf-8fee-ff8e71fe664c · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Detecting cyber threat event from twitter using idcnn and bilstm
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 492fb945-8595-4484-8a6f-35b16d5b29db · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Analyzing and identifying data breaches in underground forums
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 93d6009e-bc1e-4d04-8f7b-c72c13b7f535 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Real-time event detection on social data streams
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4b9e2866-3873-4d46-afab-ae8245c9bbc3 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Cysecbert: Cybersecurity language model
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0d17c562-043a-48f8-b908-97461e3ad698 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions SimCSE: Simple Contrastive Learning of Sentence Embeddings
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e68e2fa7-bfef-4fb8-860c-2cd5a0f2b329 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions The ‘big beast to tackle’: Practices in quality assurance for cyber threat intelligence
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 61201dd6-f03f-4877-8593-8a53fe685bcd · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Towards natural disasters detection from twitter using topic modelling
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a7fc7822-a5c7-4e1e-a420-4b279e54407b · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Comparing partitions
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d3e03447-66b1-4da7-a121-af4f25a8e8d3 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions 2023 cti survey: Keeping up with a changing threat landscape, 2023
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5793be1d-c251-4ea2-a357-85c15f706093 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Darkbert: A language model for the dark side of the internet
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 270078b3-9e87-42fc-a27e-4ef6ab88c1ce · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Exploring the dark web for cyber threat intelligence using machine learning
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7cc65759-e448-43b3-baeb-f29bfffc8481 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Crowdsourcing Cybersecurity: Cyber Attack Detection using Social Media
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7ba15a77-16fb-42ae-a567-d491a521caae · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Event graph-based news cluster- ing: The role of named entity-centered subgraphs
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0e07b0a6-3c80-40b5-a857-67aa00466f59 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Nedetector: Automatically extracting cybersecurity neologisms from hacker forums
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 43e63372-19fb-4fcc-9e81-1ceac93a66ed · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2f018d2-d15f-4d15-b1f4-6c75436f5822 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Zero-shot entity linking by reading entity descriptions
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 64fc4733-cbec-4396-8fad-f4c15bdd2901 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Decoupled Weight Decay Regularization
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 030ea939-7d46-4365-a0f7-ce7e04dc16be · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions The rapidly evolving threat landscape of 2024, 2024
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 99e0d41e-01a0-47e5-8591-cbd3b1084c81 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Understand your shady neighborhood: An approach for detecting and investigating hacker communities
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ebe1bfb4-b6e5-47fc-b4ce-609ca95176c8 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Cream Skimming the Underground: Identifying Relevant Information Points from Online Forums
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cf2ceafa-dec5-419b-835b-9ce7e8dfc793 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Entity and relation extractions for threat intelligence knowledge graphs
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 82b41831-3ed4-48dd-ae3d-ee5445199daf · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions You might have known it earlier: Analyzing the role of underground forums in threat intelligence
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3fa3c097-d3e6-40ba-91e1-634467dd76ca · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Event detection from social media for epidemic prediction
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 838db583-9989-4692-9b97-1de3147d0303 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Thomas, Alice Hutchings, and Richard Clayton
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b952ab94-54f5-4488-962b-aad3cb0d542c · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Pytorch: An imperative style, high-performance deep learning library
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 561cf8ec-27f2-4add-8885-4f149e02eaff · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Scikit-learn: Machine learning in python
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e900edc6-310e-4154-9509-1d7277757461 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions What are the attackers doing now? automating cyber threat intelligence extraction from text on pace with the changing threat landscape: A survey
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e22a2479-3ef0-4970-9234-3e03490e99d0 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Severity-based triage of cybersecurity incidents using kill chain attack graphs
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 061cf40d-21a4-4233-8369-6e48d41fc0f8 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Ex- ploring emerging hacker assets and key hackers for proactive cyber threat intelligence
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cdeddee1-9a50-49b6-921c-3f920b70efe9 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Early warnings of cyber threats in online discussions
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3ebfe46b-bb58-432d-ae80-4b95c6db9d6a · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Event-driven news stream clustering using entity-aware contextual embeddings
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e236db40-f962-4a63-a893-0a5d219c6de8 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions SONAR: Automatic Detection of Cyber Security Events over the Twitter Stream
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ab9ea708-0db9-4b0a-b253-78c2d64a6e01 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Cybersecurity event detection with new and re-emerging words
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 83a7f087-1093-4a62-86aa-9ea86b28b2e4 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Dense vs
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1d4fcae6-d492-418d-89ec-60594169602e · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Trigger- free cybersecurity event detection based on contrastive learning
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7db00955-1a71-42f5-a8a5-c5d25e9bf193 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions A feature-driven method for automating the assessment of osint cyber threat sources
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2a99dcd0-173e-4315-bcbc-9d83c23ad2dd · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Information theoretic measures for clusterings comparison: Variants, properties, normalization and correction for chance
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 377266a6-d9ba-4779-b32d-2754d6172c28 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Aptner: A specific dataset for ner missions in cyber threat intelligence field
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 41896460-70f9-4a30-b5cf-565b3f9e99ca · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Dnrti: A large-scale dataset for named entity recognition in threat intelligence
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 965eca55-70ce-437a-87e2-2c677abba46a · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Detecting cybersecurity events from noisy short text
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 763af1d2-71d1-44ad-ac89-bc24b5ba34a3 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions The assessment of twitter’s potential for outbreak detection: Avian influenza case study
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a8964f79-3db7-4644-a8f2-ebfccc119551 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions iDetector: Automate underground forum analysis based on heterogeneous information network
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 374e0907-faa8-4779-84b4-75ff9001e48a · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f086f8c9-0380-44a6-8fc7-588773c4d71a · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Unresolved cited work
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d2982d4-3138-4751-be22-b9b738639156 · outbound
EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Unresolved cited work
Reference 2022
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.