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Paper Citation Record · LEDGER

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

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.

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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.523634Z digest=sha256:af536f120522ad90337062967c26fa9fa6a85bbf81324659f22cd0e0f65b2d69

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.530680Z digest=sha256:656b4ab88585245564b742c012f63d79682723132b58973beaa2336155011d94

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.533838Z digest=sha256:9f73c98a213949f254bda910a6afeaefc590d7e58e1f55760b285238c1ab3433

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.536907Z digest=sha256:80b41ebf6a263d48e62940cd10d8745e8d7bd026cd9c70ed4510b2a5f742623a

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:cd5b013a70de64f9fb85192743539b7834d8cefb6c83659854a25e1a458e038a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.543943Z digest=sha256:c9b585688e5ec01d8a0d9c73150df37e39b8cddd829d316189f4bc46f080c4d8

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=sha256:85f709e51d144d1513e19993357bdacfea380536027c675ee06bababeae05536

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.550203Z digest=sha256:7000c32f0cec22780fca56a3a9f720e236bd7043726a86b7906dcaefce9176d7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.553137Z digest=sha256:57421ab84e51d1b9183cdf73d949346ee7c1d83d21c70aa6f4e55a6712db3a74

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.556048Z digest=sha256:57c1624ab40163677cee4aa585b06fe71ebea1a3e9147cc8c880a0c35d468f39

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.559117Z digest=sha256:ab3a38361c98ffa60a9c600f2920d64ec4f9f9807531bfd73795a5fbcbd16535

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.561944Z digest=sha256:3d85469c02d75496212cafa11a42e612fcb85a5df4f725c47008e363517b105d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.564825Z digest=sha256:68cf7c7ae96a3d723d10d84971d41369e3b068583a42fb5edf6f570e2d5929ce

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.567679Z digest=sha256:e3f563455b2e5b83944ca0534d8d33512b9cbd08e61fa2b7a5926375b1ee622a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.571071Z digest=sha256:32183636d96abcc92ec37b045a02b1b3001a144750b5394d58bb0ac523ed1f14

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.573918Z digest=sha256:30caa0e3b242a1627f1322ff0acd824d99b20655649e5df0dedd40095829f650

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.576735Z digest=sha256:58f62064655f009390b8b661be4160c28bf1c849759526d6a62a81ef4fdb1e4b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.580309Z digest=sha256:a45d1cee1ee2d821a0c27a35c2f281268efa0380fbfe3533f56d13f33b2c8dea

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.583299Z digest=sha256:e3553210e71978140059a51aace73f731b8ac3be23661250b388f8900a7fdfdc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.586541Z digest=sha256:c172189f1e9bce4e058c2ef5ba04a4e29f04d5a5383bf06e8264222bbe5202da

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.589601Z digest=sha256:c49ba11630223a944fb1f534f93e4dd354609d81980d8b5474f431ccb9d1fafd

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.592219Z digest=sha256:bca0588b0565a912de8da033f8e7cba0f0dc1a75e9d2ae292ac0cbee5b2603c6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.598086Z digest=sha256:4bea20b2b85e148cce4ae2b6b68b1b8151c978e0d75e9f8e4440ce0cbfe0dedb

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=sha256:966d66e52b85caff59c9b11e4b5e22107ff5d4e4f4f9f1825442c650c7eeefd6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.604338Z digest=sha256:9c4fea38d110fcff8c20e92b0d71b4287e44baf1b25e3ebebeeaa31c59cf4dff

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.607258Z digest=sha256:c258434337158b9a8902e16f8707344dacfe88bf8b1ce9f5ca4fe963a20370b1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.609975Z digest=sha256:9b3956ccfb8ede4bbf5bdb4cc646949846170818d23f75653d7a4f8c1a5ba4fd

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.613595Z digest=sha256:675d069f4de6f1011af5e03e8b3a018bef2301120604c5757e230d2b96c9bc92

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.616399Z digest=sha256:ad4a780558dbb91e347318f4f159291b2bed9a12c43458c4a920b5b0288e0707

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.619146Z digest=sha256:a89d1c51fd2088a0f352496bceefc786ffb87b0381ad28e92d89c1807340586c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.622424Z digest=sha256:764bfc97fd0a65c3620ef95edc2010a7a0c5be9eb85850f08a45e37e9c476f62

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.625874Z digest=sha256:8af07ab7e7447d45eacc40000bf687754ed34b889fa6deafb4bc2e5e13e08b28

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.629148Z digest=sha256:062063af0db98089ca18ae210066ec2400b2aa35c011df22cf300bbd3ee4c464

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=sha256:006dde8e6931279bb620cf500535bc986b5f01c385a4e9267a9608bfc55131cd

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.635520Z digest=sha256:c581386cab781376d7fcaef2854d3c848b0f3ed311561401aaf0c5ccddee4cdf

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=sha256:646db09bf2421f87fdf062bd623b7ac9d2d28c5cca26a9c37577c2602e53e61e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.641160Z digest=sha256:bab94eed01944bb9a15e788eec69bd2f928a596db0021ba6acc1f2d71104839e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.644160Z digest=sha256:684d5d6b49f6cc750be85231528631db6244443bd7f763b34bc1a2ca2193c5b1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.646853Z digest=sha256:7e97f7bdd410f3e800cf5e4450dcefa4e3c5421a8e9ed9fa44a881c867b9f5d0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.650022Z digest=sha256:322454a99fc5b077c02f68d8deba28beee658af42180fd113c337dc9521fb9b0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.652905Z digest=sha256:aeb3414f685ca03e3589bf461ee378420246c3294f894054cd52a62390d5c611

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.656170Z digest=sha256:ac81cd3a50f6ef2c361d5bd5c605e45b1b8d48f926e0aa3ec73bff2730067ff9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.659567Z digest=sha256:956a7ff042f8fa49015b86c46adcab7f11530fd137d59451ceeed02fdc1f7dde

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.662404Z digest=sha256:5fbbc7ea82cc7b0f6b6e9f999ed7054288ad5e7519d27598b8975b15b4f0ea8e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.665249Z digest=sha256:9264f79c834d639fe868901f8681c8099d14ff85269b05323b28ed783d30151d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.667944Z digest=sha256:4b4a9baa5d132ae5c1f91970e66586edcb8d8f169ce6539af102153f436ebb3d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.670916Z digest=sha256:f09b617aefb68c699181ec8546695d8a1d3c088d6a7cda7d5d34977e2250e059

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.674250Z digest=sha256:e3b009b1fe4cefe4bd3dd8b90867daf6f765eea353e9a92fc3980527d9026986

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.677108Z digest=sha256:619165e4c0ce88603398972232f056ebc30dd25feab83173f6aa54b7616d4eef

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.766897Z digest=sha256:19c3f2a48b7db517a498962a078bff3a309ff8c713ed0df09a9f8b80796b8315

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.770258Z digest=sha256:ab3bd35d4525e5efc72aac66ff473fffc88e5e7822476583539d70ab65d1a363

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.773403Z digest=sha256:a040a34fec2da081e0313996a8d2df4bba3f50758d408f353b0d4cf8c2a73b1a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.776079Z digest=sha256:b91ce2b5f77933321bede074fe7287fbe5d36802bfb9c05dd9580571171d07a7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.778915Z digest=sha256:aa6d3f93b529fbbd3ade561580d4cdb05e6b58663191a8fd99d53abaa5a49571

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.782388Z digest=sha256:6abd30f7dc501c75c872ad796642c19621fcf5b551b2731de5c8670ab795dd5b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.785085Z digest=sha256:c0f980b927099903a61243cb70048f6fe9f757042747fe14c45680d6059cef65

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.788133Z digest=sha256:d505277e35b9acb6d1cdd0232159c88b917f228b6771e06b50250a7e4c5d88ae

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.791098Z digest=sha256:162b31d3bbde7546fdecbf79718aaa9bcd667ff0975f6fb4287d97d0a2a7a008

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.793922Z digest=sha256:9b89bdae9c2809426624a414548fd627b7d8575d13ed5ba2f01f39a24e65c258

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.796593Z digest=sha256:5d6a9f7eb1bfa2223767ee4afd25c3903adf4981f65344c226d8319fae23a600

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.799500Z digest=sha256:8b9f72841d3887d587d1f2bcbdd3f6c3683cb764ce07fe16052205f6c68ab5f3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.802303Z digest=sha256:8032b6f1553320789e217954d50522a4b8d983ab5ffe5255ea442b158a83ce43

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:bfb1d29ac37463823ed77317b2a443ac3118cca0f515954577ccac0c187ed8f9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:55:27.527434Z digest=sha256:faff8cec38b5a46df377eefdb789f86ae8617eace111cdf010c836854c871ce7

Pith citing papers

No inbound Pith citation observations are available.