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Paper Citation Record · LEDGER

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions

As of 17 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.

pith.paper-citation-record.v1
2507.09762 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:55:27.802303Z

measured 65 of 65 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

65 of 65 outbound references displayed

  • verified exact3
  • verified fuzzy53
  • unresolved8
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 95b1931a-7de8-4418-833c-3d8f43cb0dd1 · outbound

This paper cites Securebert: A domain-specific language model for cybersecurity.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Securebert: A domain-specific language model for cybersecurity

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.457459Z

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.

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Observation 82b4e812-4890-450d-ab9e-5a8e31156dcc · outbound

This paper cites Cyner: A python library for cybersecurity named entity recognition,.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Cyner: A python library for cybersecurity named entity recognition,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.448036Z

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=pdf_text observed=2026-08-06T17:55:27.523634Z digest=sha256:52591f03503e6c8f4beaf61e567862c5a29e1e3d4c0058b308bdb12f45af59ee

Observation ac7f9cda-391a-49b4-b9ca-ec5a1acbde86 · outbound

This paper cites Alkhodair, Steven H.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Alkhodair, Steven H

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.431462Z

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=pdf_text observed=2026-08-06T17:55:27.530680Z digest=sha256:e82439c6e4d0494f7a2ea5c2aa8a060f1f1f7b1dff526a328670f210cbe884cb

Observation 7696b11b-d8fc-454e-9e66-59f7728d94c9 · outbound

This paper cites EUREKHA: Enhancing User Representation for Key Hackers Identification in Underground Forums.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.423453Z

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=pdf_text observed=2026-08-06T17:55:27.533838Z digest=sha256:f6000b601b4ca6104e1be62cc3989661edde831d0eac8125a8d2f37da3b7f56a

Observation 1575d2e0-fe81-46ad-8e30-f30d03185915 · outbound

This paper cites HC-HackerRank: Identifying Key Hackers in Cybercrime Social Net- work Forums.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.414682Z

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=pdf_text observed=2026-08-06T17:55:27.536907Z digest=sha256:90bd8d0a6c9387fd99115cfbaa1f21cafa6900c8ffa39231a09ff49e9b15d6c2

Observation 52910e09-ffe0-4ff3-bbcb-4cd77a0565ef · outbound

This paper cites NLP-Based Techniques for Cyber Threat Intelligence.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions NLP-Based Techniques for Cyber Threat Intelligence

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T17:55:27.540522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:55:27.540522Z digest=sha256:3c369cd7e07e54a79f975679ea77f4157dc329161042c181b4cb5002abb872fb

Observation 10cef07e-54ab-4371-b248-67eff6340403 · outbound

This paper cites Using twitter data to monitor natural disaster social dynamics: A recurrent neural network approach with word embeddings and kernel density estimation.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.406358Z

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=pdf_text observed=2026-08-06T17:55:27.543943Z digest=sha256:8d457f40323de9cde391a9068c734918b752486e483d7424edc60ba44709d025

Observation 62f50d78-3b0e-41ae-9d0a-6aab1c822760 · outbound

This paper cites PromptNER: Prompting For Named Entity Recognition.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions PromptNER: Prompting For Named Entity Recognition

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T17:55:27.546812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:55:27.546812Z digest=sha256:4f8aa0cfd23de155ceef42e65916a2f0e4c6888e52b9bc8935a2b572cc9b785f

Observation 6458f075-31b0-4183-87d0-211793ce2e53 · outbound

This paper cites an unresolved cited work.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:55:28.397235Z

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=pdf_text observed=2026-08-06T17:55:27.550203Z digest=sha256:3e610707a912073992b71edf04bf1d75dc12b75672d05b07f75033b16cf49cd2

Observation e25cf2f5-4606-432f-8887-35ec51e62b74 · outbound

This paper cites Density- based clustering based on hierarchical density estimates.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Density- based clustering based on hierarchical density estimates

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.388635Z

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=pdf_text observed=2026-08-06T17:55:27.553137Z digest=sha256:fc779032a7abf0825f8e666c89e196941c757b0af84f9f78b2b055a06ed45119

Observation 05362e5c-c1d5-4f9b-a50d-ea104792aa4e · outbound

This paper cites Improving quality of indicators of compromise using stix graphs.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Improving quality of indicators of compromise using stix graphs

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.380065Z

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=pdf_text observed=2026-08-06T17:55:27.556048Z digest=sha256:de95d7f3f4ffbe95730a8ffea5be3f5af8d0a00b0e23cbdfeb8b09367fea22d0

Observation dbb52a9b-83d8-4782-9014-fcf9754e331d · outbound

This paper cites Enhancing cyber threat intelligence with named entity recognition using bert-crf.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.371647Z

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=pdf_text observed=2026-08-06T17:55:27.559117Z digest=sha256:737dae53308b4811bec7097639e52be003150e0e1f9a208a9d7417231b344980

Observation 57cd2a4a-b8b3-4d9b-b1dc-2c7c82fc4c53 · outbound

This paper cites A survey of large language models for cyber threat detection.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions A survey of large language models for cyber threat detection

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.362457Z

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=pdf_text observed=2026-08-06T17:55:27.561944Z digest=sha256:f329f00c6932d05786cd4a2eefb05174f6a1804e3fb11f31bba9e75412e01e92

Observation a7544319-f09e-4996-8d15-97dc8c1f32a1 · outbound

This paper cites A Novel Prompting Method for Few-Shot NER via LLMs.Natural Language Processing Journal, 8:100099, September 2024.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.353552Z

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=pdf_text observed=2026-08-06T17:55:27.564825Z digest=sha256:83cbdb87c7d57428235e4bdb3a254e48add503a889160949708d9f50a94626d3

Observation ed77916e-7fe9-4dfb-b5ce-5a2f01096d2e · outbound

This paper cites Tweezers: A Framework for Security Event Detection via Event Attribution-centric Tweet Embedding.

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

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:55:27.882545Z

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=pdf_text observed=2026-08-06T17:55:27.567679Z digest=sha256:1f20089e34ec273e221010f87e69a6b837091ac1b8e7c674920b5f7a80715852

Observation 0156aee1-6428-4799-866e-357d378c522b · outbound

This paper cites Cyber threat intelligence survey, 2024.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Cyber threat intelligence survey, 2024

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.344425Z

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=pdf_text observed=2026-08-06T17:55:27.571071Z digest=sha256:6a0045c6aac82831910cde52aaf6648185e8ef15cb7a93d09736b3af9a655da3

Observation c1e33c9c-deb1-4b60-8430-e9185b770a57 · outbound

This paper cites Collecting cyber threat intelligence from hacker forums via a two-stage, hybrid process using support vector machines and latent dirichlet allocation.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.335749Z

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=pdf_text observed=2026-08-06T17:55:27.573918Z digest=sha256:6784e40ff273c7c45e51b5368e7a1e2783cf0e3986bafb70206fa4c2aa73a5d4

Observation aefcdc65-925e-46d5-afe7-13772f5185f0 · outbound

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

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Bert: Pre-training of deep bidirectional transformers for language understanding

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.326294Z

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=pdf_text observed=2026-08-06T17:55:27.576735Z digest=sha256:bf0c31ce0a156b1d36f1e12d09cccbdb02096102f365b49aed620f7f489e2370

Observation 9a3aaf63-cd33-4717-8d02-2246dede251f · outbound

This paper cites New cyber threat discovery from darknet marketplaces.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions New cyber threat discovery from darknet marketplaces

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.316280Z

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=pdf_text observed=2026-08-06T17:55:27.580309Z digest=sha256:c3bc2d45e069a920b1b9f0bc53c71da792608696146418ab726650d1eb9fd2fa

Observation f1beb587-c454-4ee9-994b-54067d4383b7 · outbound

This paper cites A survey on hybrid-cnn and llms for intrusion detection systems: Recent iot datasets.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.307027Z

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=pdf_text observed=2026-08-06T17:55:27.583299Z digest=sha256:abebbb42d7cc8dd23294f42edf9026b9dedf94136a180ba7eeb15bebd41483cd

Observation 97008c6a-107d-4fbf-8fee-ff8e71fe664c · outbound

This paper cites Detecting cyber threat event from twitter using idcnn and bilstm.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Detecting cyber threat event from twitter using idcnn and bilstm

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.298251Z

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=pdf_text observed=2026-08-06T17:55:27.586541Z digest=sha256:eb91b1581e4837ab69a7bda201238b427d5dc151bbc6dacea52d85a41c0b669c

Observation 492fb945-8595-4484-8a6f-35b16d5b29db · outbound

This paper cites Analyzing and identifying data breaches in underground forums.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Analyzing and identifying data breaches in underground forums

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.288854Z

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=pdf_text observed=2026-08-06T17:55:27.589601Z digest=sha256:96e97204c885b7dbde1e896e54773da97149ec010f4605c1d966ebe9dd62a909

Observation 93d6009e-bc1e-4d04-8f7b-c72c13b7f535 · outbound

This paper cites Real-time event detection on social data streams.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Real-time event detection on social data streams

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.279760Z

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=pdf_text observed=2026-08-06T17:55:27.592219Z digest=sha256:91e70c3a3500d5471955902679d3dd2db77a91cd71325f15715233e64a8a27d7

Observation 4b9e2866-3873-4d46-afab-ae8245c9bbc3 · outbound

This paper cites Cysecbert: Cybersecurity language model.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Cysecbert: Cybersecurity language model

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.265379Z

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=pdf_text observed=2026-08-06T17:55:27.598086Z digest=sha256:c1e2d145b30be52e6fd56123dd4e90ad7d65588ef5fcebe752b3d7e0f5f58434

Observation 0d17c562-043a-48f8-b908-97461e3ad698 · outbound

This paper cites SimCSE: Simple Contrastive Learning of Sentence Embeddings.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions SimCSE: Simple Contrastive Learning of Sentence Embeddings

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T17:55:27.600781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:55:27.600781Z digest=sha256:037a15effa7c05d24b9078d20279f31e5da6dae57b3187ef866d8fb78f45b51a

Observation e68e2fa7-bfef-4fb8-860c-2cd5a0f2b329 · outbound

This paper cites The ‘big beast to tackle’: Practices in quality assurance for cyber threat intelligence.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.256920Z

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=pdf_text observed=2026-08-06T17:55:27.604338Z digest=sha256:e03e3fadcf0f37d6f291b83789c7a47e1b385b539f52a092851b89502f6b68e7

Observation 61201dd6-f03f-4877-8593-8a53fe685bcd · outbound

This paper cites Towards natural disasters detection from twitter using topic modelling.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Towards natural disasters detection from twitter using topic modelling

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.247615Z

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=pdf_text observed=2026-08-06T17:55:27.607258Z digest=sha256:d7036c27d734b8beaa5a10af40a04a1ca178cc11a2b610d4e3df3fa5c22bd110

Observation a7fc7822-a5c7-4e1e-a420-4b279e54407b · outbound

This paper cites Comparing partitions.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Comparing partitions

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.238737Z

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=pdf_text observed=2026-08-06T17:55:27.609975Z digest=sha256:d547ea36794bd3377b3226a5d106acdff1b798cbe5d3f1d07bc44d5a7685d094

Observation d3e03447-66b1-4da7-a121-af4f25a8e8d3 · outbound

This paper cites 2023 cti survey: Keeping up with a changing threat landscape, 2023.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.229624Z

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=pdf_text observed=2026-08-06T17:55:27.613595Z digest=sha256:35f0ea221a642525e1967e31e44749e53ed50216157d0089cbf648917c209056

Observation 5793be1d-c251-4ea2-a357-85c15f706093 · outbound

This paper cites Darkbert: A language model for the dark side of the internet.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.219739Z

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=pdf_text observed=2026-08-06T17:55:27.616399Z digest=sha256:ea522e0878c9c1f62d5381981927ec86bf1d68727cb04943e34befb11f6c0a03

Observation 270078b3-9e87-42fc-a27e-4ef6ab88c1ce · outbound

This paper cites Exploring the dark web for cyber threat intelligence using machine learning.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.209357Z

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=pdf_text observed=2026-08-06T17:55:27.619146Z digest=sha256:823980d07bc5096f14a2bae50b9b3076a564f8b3666ae4480437530d445014f1

Observation 7cc65759-e448-43b3-baeb-f29bfffc8481 · outbound

This paper cites Crowdsourcing Cybersecurity: Cyber Attack Detection using Social Media.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Crowdsourcing Cybersecurity: Cyber Attack Detection using Social Media

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:55:27.833719Z

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=pdf_text observed=2026-08-06T17:55:27.622424Z digest=sha256:bd6668f9c820432247afd9d95cbff712ef7c2b9437c5f5a0cd0789940970b4ee

Observation 7ba15a77-16fb-42ae-a567-d491a521caae · outbound

This paper cites Event graph-based news cluster- ing: The role of named entity-centered subgraphs.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.200747Z

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=pdf_text observed=2026-08-06T17:55:27.625874Z digest=sha256:efcbecb1dc69a62f63703945dc3b49fadbc9d24a87d4bb8f080c0ad383caebb8

Observation 0e07b0a6-3c80-40b5-a857-67aa00466f59 · outbound

This paper cites Nedetector: Automatically extracting cybersecurity neologisms from hacker forums.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Nedetector: Automatically extracting cybersecurity neologisms from hacker forums

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.192387Z

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=pdf_text observed=2026-08-06T17:55:27.629148Z digest=sha256:6b80c10cd834276c340d78fc73816c5d84bf901e5ccc69d06e2f89dd1d9e8e11

Observation 43e63372-19fb-4fcc-9e81-1ceac93a66ed · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T17:55:27.632192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:55:27.632192Z digest=sha256:08adba046953aadf475202849ef3a8b6acf2bf0fb8fac4dfdaaa30a2a5dc5830

Observation b2f018d2-d15f-4d15-b1f4-6c75436f5822 · outbound

This paper cites Zero-shot entity linking by reading entity descriptions.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Zero-shot entity linking by reading entity descriptions

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.181604Z

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=pdf_text observed=2026-08-06T17:55:27.635520Z digest=sha256:249ed6bbbfd53d9150a37016f8e7702bba6cd90f86e171afa2a0172d893c7665

Observation 64fc4733-cbec-4396-8fad-f4c15bdd2901 · outbound

This paper cites Decoupled Weight Decay Regularization.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Decoupled Weight Decay Regularization

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T17:55:27.638387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:55:27.638387Z digest=sha256:b7ab028a0431deb849929e653ddae22e4b49e9b1462f24a49b17ad7426b6d03e

Observation 030ea939-7d46-4365-a0f7-ce7e04dc16be · outbound

This paper cites The rapidly evolving threat landscape of 2024, 2024.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions The rapidly evolving threat landscape of 2024, 2024

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.169480Z

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=pdf_text observed=2026-08-06T17:55:27.641160Z digest=sha256:46df221869655f82ff6433c68b79b9fb20f339778a62bcf33f60d2f47410f641

Observation 99e0d41e-01a0-47e5-8591-cbd3b1084c81 · outbound

This paper cites Understand your shady neighborhood: An approach for detecting and investigating hacker communities.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.158704Z

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=pdf_text observed=2026-08-06T17:55:27.644160Z digest=sha256:a10d38ae211b640e2fbaffa59b97a8822d2ea723b782ec219c947d599dbbab9a

Observation ebe1bfb4-b6e5-47fc-b4ce-609ca95176c8 · outbound

This paper cites Cream Skimming the Underground: Identifying Relevant Information Points from Online Forums.

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

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:55:27.846491Z

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=pdf_text observed=2026-08-06T17:55:27.646853Z digest=sha256:f6879b731b0ec8e64f10fdfbda91404948a5ee1302fa32613b93490690c5f960

Observation cf2ceafa-dec5-419b-835b-9ce7e8dfc793 · outbound

This paper cites Entity and relation extractions for threat intelligence knowledge graphs.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Entity and relation extractions for threat intelligence knowledge graphs

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.145241Z

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=pdf_text observed=2026-08-06T17:55:27.650022Z digest=sha256:cb85ccc8ccb44cb89c433061d556553f58d2a968789bc3826fd16b3cb35482fc

Observation 82b41831-3ed4-48dd-ae3d-ee5445199daf · outbound

This paper cites You might have known it earlier: Analyzing the role of underground forums in threat intelligence.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.132116Z

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=pdf_text observed=2026-08-06T17:55:27.652905Z digest=sha256:9e2f3398bde9b11590e9d38f9fa8bcbec0c4cb73c1b82be85d6ecb51a081a476

Observation 3fa3c097-d3e6-40ba-91e1-634467dd76ca · outbound

This paper cites Event detection from social media for epidemic prediction.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Event detection from social media for epidemic prediction

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.121115Z

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=pdf_text observed=2026-08-06T17:55:27.656170Z digest=sha256:6bcd5b85ac46c7f23feea3e9cfa4506c910a873988722d6e9cd9ef4dcaa3ea1b

Observation 838db583-9989-4692-9b97-1de3147d0303 · outbound

This paper cites Thomas, Alice Hutchings, and Richard Clayton.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Thomas, Alice Hutchings, and Richard Clayton

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.109992Z

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=pdf_text observed=2026-08-06T17:55:27.659567Z digest=sha256:d191a2ff7cedcb7f22328d1aa6a6334079de787ec364837c10168bf1d92afc5e

Observation b952ab94-54f5-4488-962b-aad3cb0d542c · outbound

This paper cites Pytorch: An imperative style, high-performance deep learning library.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Pytorch: An imperative style, high-performance deep learning library

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.097652Z

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=pdf_text observed=2026-08-06T17:55:27.662404Z digest=sha256:6bd079301d4190a81e6024dfc0c9d6f144dce92046262733234ba1b0061a8b6e

Observation 561cf8ec-27f2-4add-8885-4f149e02eaff · outbound

This paper cites Scikit-learn: Machine learning in python.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Scikit-learn: Machine learning in python

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.087234Z

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=pdf_text observed=2026-08-06T17:55:27.665249Z digest=sha256:ccab16ca549cd2c2126ee73f4d731f584e87c8ec897fb15b7e6f5d5c3ff4d7eb

Observation e900edc6-310e-4154-9509-1d7277757461 · outbound

This paper cites What are the attackers doing now? automating cyber threat intelligence extraction from text on pace with the changing threat landscape: A survey.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.076360Z

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=pdf_text observed=2026-08-06T17:55:27.667944Z digest=sha256:bef2c15199656f0496c3f8fdd0cfa33743e1310c9e10bdd74c8f9da4275143c2

Observation e22a2479-3ef0-4970-9234-3e03490e99d0 · outbound

This paper cites Severity-based triage of cybersecurity incidents using kill chain attack graphs.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.064657Z

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=pdf_text observed=2026-08-06T17:55:27.670916Z digest=sha256:5237cd77e2ec757832cf21689d660a1e1746aeba06e5f1ed64830920a788597d

Observation 061cf40d-21a4-4233-8369-6e48d41fc0f8 · outbound

This paper cites Ex- ploring emerging hacker assets and key hackers for proactive cyber threat intelligence.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.053282Z

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=pdf_text observed=2026-08-06T17:55:27.674250Z digest=sha256:9a14c64a2dccf3aac5fa3ff14042bf42733872e6e4a0b40c2a9f552904a5584b

Observation cdeddee1-9a50-49b6-921c-3f920b70efe9 · outbound

This paper cites Early warnings of cyber threats in online discussions.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Early warnings of cyber threats in online discussions

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.040647Z

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=pdf_text observed=2026-08-06T17:55:27.677108Z digest=sha256:82f55eb36bf15c16c0c5d34411e60bfe39fe48aaa00412a6e79c755db88151ff

Observation 3ebfe46b-bb58-432d-ae80-4b95c6db9d6a · outbound

This paper cites Event-driven news stream clustering using entity-aware contextual embeddings.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Event-driven news stream clustering using entity-aware contextual embeddings

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.029689Z

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=pdf_text observed=2026-08-06T17:55:27.766897Z digest=sha256:ee36b4661f47342db059a7ae5578c4e45026ce47569b5358db1001e4aec7f219

Observation e236db40-f962-4a63-a893-0a5d219c6de8 · outbound

This paper cites SONAR: Automatic Detection of Cyber Security Events over the Twitter Stream.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.018757Z

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=pdf_text observed=2026-08-06T17:55:27.770258Z digest=sha256:1454beff31856017e3c09865e0d6a64c9f5552d1a6cd834e680baafd2c74a819

Observation ab9ea708-0db9-4b0a-b253-78c2d64a6e01 · outbound

This paper cites Cybersecurity event detection with new and re-emerging words.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Cybersecurity event detection with new and re-emerging words

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:28.008317Z

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=pdf_text observed=2026-08-06T17:55:27.773403Z digest=sha256:fb7253192162b6030dacb1ed7ef52e9f8afa61b3243d984c19cd7604803bd690

Observation 83a7f087-1093-4a62-86aa-9ea86b28b2e4 · outbound

This paper cites Dense vs.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Dense vs

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:27.997028Z

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=pdf_text observed=2026-08-06T17:55:27.776079Z digest=sha256:a929f3da9973ec67192fbb6426f6309d926af336ea64f4c2cb1607aa3e004f4c

Observation 1d4fcae6-d492-418d-89ec-60594169602e · outbound

This paper cites Trigger- free cybersecurity event detection based on contrastive learning.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Trigger- free cybersecurity event detection based on contrastive learning

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:27.986202Z

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=pdf_text observed=2026-08-06T17:55:27.778915Z digest=sha256:0a92687e62f7f1f630ff37fe764f733c87c0921d46b574a2b4af3eea452f21ee

Observation 7db00955-1a71-42f5-a8a5-c5d25e9bf193 · outbound

This paper cites A feature-driven method for automating the assessment of osint cyber threat sources.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:27.968765Z

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=pdf_text observed=2026-08-06T17:55:27.782388Z digest=sha256:c59fd4b0f0208d7ae798074b5ec1a4a22002ac15148c371c3b9fe9c8ccd7a05d

Observation 2a99dcd0-173e-4315-bcbc-9d83c23ad2dd · outbound

This paper cites Information theoretic measures for clusterings comparison: Variants, properties, normalization and correction for chance.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:27.960181Z

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=pdf_text observed=2026-08-06T17:55:27.785085Z digest=sha256:3e3116902ddc2bb51499685ae7ec516d8b3cb456e6d96d061a7303afa5240a05

Observation 377266a6-d9ba-4779-b32d-2754d6172c28 · outbound

This paper cites Aptner: A specific dataset for ner missions in cyber threat intelligence field.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:27.951474Z

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=pdf_text observed=2026-08-06T17:55:27.788133Z digest=sha256:5b23942de34ae71d7ad0d5285a4d926cda3cd2edfa9d2af44d60854820745bc4

Observation 41896460-70f9-4a30-b5cf-565b3f9e99ca · outbound

This paper cites Dnrti: A large-scale dataset for named entity recognition in threat intelligence.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:27.942514Z

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=pdf_text observed=2026-08-06T17:55:27.791098Z digest=sha256:f07c9e654e16a7b4583b26997a810b9a7964f59464ad0d3545574c9c6d5736d1

Observation 965eca55-70ce-437a-87e2-2c677abba46a · outbound

This paper cites Detecting cybersecurity events from noisy short text.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Detecting cybersecurity events from noisy short text

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:27.933959Z

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=pdf_text observed=2026-08-06T17:55:27.793922Z digest=sha256:13d8ed51fd9e9ccfa411bceedc054e62df0c00ade39f21bee850413d7b490fc2

Observation 763af1d2-71d1-44ad-ac89-bc24b5ba34a3 · outbound

This paper cites The assessment of twitter’s potential for outbreak detection: Avian influenza case study.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:27.925264Z

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=pdf_text observed=2026-08-06T17:55:27.796593Z digest=sha256:a945546afae47181055268aa394cc37617cac8f27e513a6134757298e0cc58f7

Observation a8964f79-3db7-4644-a8f2-ebfccc119551 · outbound

This paper cites iDetector: Automate underground forum analysis based on heterogeneous information network.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions iDetector: Automate underground forum analysis based on heterogeneous information network

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:55:27.916467Z

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=pdf_text observed=2026-08-06T17:55:27.799500Z digest=sha256:6a9aadf7c81d066888cb23b3bd1ec346c7f246254df570464859d000492374b7

Observation 374e0907-faa8-4779-84b4-75ff9001e48a · outbound

This paper cites an unresolved cited work.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:55:27.907796Z

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=pdf_text observed=2026-08-06T17:55:27.802303Z digest=sha256:c687ef2099694962c329eb3ed612d45fe2349890c444d05688ad77bd45177829

Observation f086f8c9-0380-44a6-8fc7-588773c4d71a · outbound

This paper cites an unresolved cited work.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Unresolved cited work

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-06T17:55:27.595223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:55:27.595223Z digest=sha256:37918ff482d3f17c80d325f66dea360286be480f8a94336be797e62a4eb60d1f

Observation 4d2982d4-3138-4751-be22-b9b738639156 · outbound

This paper cites an unresolved cited work.

EventHunter: Dynamic Clustering and Ranking of Security Events from Hacker Forum Discussions Unresolved cited work

Reference 2022

Resolution
parse uncertain
raw_fallback, observed 2026-08-06T17:55:28.439648Z

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=pdf_text observed=2026-08-06T17:55:27.527434Z digest=sha256:1e23a8017f1bc22a476111e68fdf93f43815a2237f3c7ffa1118fa357e184f78

Pith citing papers

No inbound Pith citation observations are available.