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Paper Citation Record · LEDGER

Attack Effect Model based Malicious Behavior Detection

As of 8 August 2026, this Paper Citation Record lists 91 of 91 outbound references and 0 inbound Pith citation observations for arXiv:2506.05001.

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

pith.paper-citation-record.v1
2506.05001 v1

Coverage vector

measured 91 of 91 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:36:29.618916Z

measured 91 of 91 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

91 of 91 outbound references displayed

  • verified exact1
  • verified fuzzy68
  • unresolved22
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6139217c-004d-4feb-8796-e4849a8b30d9 · outbound

This paper cites Lazarus apt continues to exploit log4j vulnerability,.

Attack Effect Model based Malicious Behavior Detection Lazarus apt continues to exploit log4j vulnerability,

Reference 1

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no resolver link, observed 2026-08-07T10:36:22.734761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:22.734761Z digest=sha256:91bb3d5c0491a55f61c89ed382314a556a4424b49be8a221f5077353948a5d15

Observation 2e5443ec-2341-4ab4-abf1-2988e0968269 · outbound

This paper cites General, efficient, and real-time data compaction strategy for apt forensic analysis,.

Attack Effect Model based Malicious Behavior Detection General, efficient, and real-time data compaction strategy for apt forensic analysis,

Reference 2

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no resolver link, observed 2026-08-07T10:36:22.822609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:22.822609Z digest=sha256:cfe261393bf61018d8cc30af455997e25822fa21e34acc8a1ac18acdcd8d4dc8

Observation 7cc084d5-e222-4923-8945-7cc5ea0e1855 · outbound

This paper cites Aptshield: A stable, efficient and real-time apt detection system for linux hosts,.

Attack Effect Model based Malicious Behavior Detection Aptshield: A stable, efficient and real-time apt detection system for linux hosts,

Reference 3

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no resolver link, observed 2026-08-07T10:36:22.952902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:22.952902Z digest=sha256:8415b3cbc32a3b01b6af2bf1e9f8c648ecac79b7f8d8e1b31760a02af6e6f0b5

Observation f4e3a1eb-c63a-41eb-b4d4-f71cd0e1ae8e · outbound

This paper cites A systematic literature review of methods and datasets for anomaly-based network intrusion detection,.

Attack Effect Model based Malicious Behavior Detection A systematic literature review of methods and datasets for anomaly-based network intrusion detection,

Reference 4

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no resolver link, observed 2026-08-07T10:36:23.118517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:23.118517Z digest=sha256:8560734b3cfe741dc050cdad203b28eefa1b141bb4f3f7abe13d6c2ee368e597

Observation 49f0f941-ffc2-45b6-ada1-b7ea77c2a1ed · outbound

This paper cites Prographer: An anomaly detection system based on provenance graph embedding,.

Attack Effect Model based Malicious Behavior Detection Prographer: An anomaly detection system based on provenance graph embedding,

Reference 5

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no resolver link, observed 2026-08-07T10:36:23.280577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:23.280577Z digest=sha256:ed0a8eeae7afe3c2d7e6cccb77ecfd910afea2b42d31bb07ed3e7706ded70c7b

Observation 6f40ec5b-dbd4-4b50-85bc-f2ec773ea46b · outbound

This paper cites Airtag: Towards automated attack investigation by unsupervised learning with log texts,.

Attack Effect Model based Malicious Behavior Detection Airtag: Towards automated attack investigation by unsupervised learning with log texts,

Reference 6

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no resolver link, observed 2026-08-07T10:36:23.422505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:23.422505Z digest=sha256:5e98f40be88f3b76703f92905872a62a94d456a4533d42f7e5ddeca0aeb8fd15

Observation 84230c3f-a6f8-4041-92ba-13809e7fe293 · outbound

This paper cites auditd(8) - linux man page,.

Attack Effect Model based Malicious Behavior Detection auditd(8) - linux man page,

Reference 7

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no resolver link, observed 2026-08-07T10:36:23.508100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:23.508100Z digest=sha256:d7f9ac43490cd202b44f7b205444ee1cbbbe92f22cc00511fe5bc0217c0bad23

Observation e775adff-ca45-4bd6-ab16-4361a63057d4 · outbound

This paper cites On the forensic validity of approximated audit logs,.

Attack Effect Model based Malicious Behavior Detection On the forensic validity of approximated audit logs,

Reference 8

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no resolver link, observed 2026-08-07T10:36:23.596152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:23.596152Z digest=sha256:ed0d476729e566806c547d2dba631539a39367d10e2f413361a62aa1d81bc752

Observation bc39bc7e-08cf-4973-8db1-e4171c6deff7 · outbound

This paper cites Krystal: Knowledge graph-based framework for tactical attack discovery in audit data,.

Attack Effect Model based Malicious Behavior Detection Krystal: Knowledge graph-based framework for tactical attack discovery in audit data,

Reference 9

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no resolver link, observed 2026-08-07T10:36:23.688942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:23.688942Z digest=sha256:99d049266dabc3725762d1ea886230c86d6314f5efa5395523e85940404f6f10

Observation dda71ccb-4007-4b2f-ba16-ae2b4875e61e · outbound

This paper cites eaudit: A fast, scalable and deployable audit data collection system,.

Attack Effect Model based Malicious Behavior Detection eaudit: A fast, scalable and deployable audit data collection system,

Reference 10

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no resolver link, observed 2026-08-07T10:36:23.745548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:23.745548Z digest=sha256:929876cba8a46bcff9f9dc173e6d3e760ec9a0d9b8ba44df76fb99a6731cc5f6

Observation eeb1cd01-b3be-4dcd-be36-7542f065b6cd · outbound

This paper cites Trace: Enterprise-wide provenance tracking for real-time apt detection,.

Attack Effect Model based Malicious Behavior Detection Trace: Enterprise-wide provenance tracking for real-time apt detection,

Reference 11

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no resolver link, observed 2026-08-07T10:36:23.801054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:23.801054Z digest=sha256:4a8c94641920aa3615b3f5fb2e9505e5ef958e631df65a2c895b5b10d515118f

Observation bd7b67fe-1fe4-4f9a-bbed-70b94439b9ca · outbound

This paper cites Auditbeat: Lightweight shipper for audit data,.

Attack Effect Model based Malicious Behavior Detection Auditbeat: Lightweight shipper for audit data,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:36.195423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:23.898058Z digest=sha256:253a163f50340ff443ba17f1ec71c30b157ab37609f57e584542d284b3cd52eb

Observation 51a41223-37d2-4f43-a4b5-02e5f21b096a · outbound

This paper cites Atlas: A sequence-based learning approach for attack investigation,.

Attack Effect Model based Malicious Behavior Detection Atlas: A sequence-based learning approach for attack investigation,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:36.185607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:23.997975Z digest=sha256:6868d85730a2b9f7928bdded4fa1c79c711d9835703e6d1060d3d1a9b30e3ad6

Observation 902ec81a-2bae-4d91-9ac9-04dbfbe4e3bd · outbound

This paper cites Alchemist: Fusing application and audit logs for precise attack provenance without instrumentation.

Attack Effect Model based Malicious Behavior Detection Alchemist: Fusing application and audit logs for precise attack provenance without instrumentation

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:36.175813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:24.084216Z digest=sha256:8fb1c0def6f5daf374c1a662f75f210d1d8addfe60a1aad61183314b4841cc42

Observation 58dfe9e4-18a8-4e48-8a89-be930b0eedf4 · outbound

This paper cites Are we there yet? an industrial viewpoint on provenance-based endpoint detection and response tools,.

Attack Effect Model based Malicious Behavior Detection Are we there yet? an industrial viewpoint on provenance-based endpoint detection and response tools,

Reference 15

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no resolver link, observed 2026-08-07T10:36:24.181576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:24.181576Z digest=sha256:82d3ee36061d5d005ea223d54e29c6d0741f7b9b6475a1982b8abcca2bb7013f

Observation a5947cd0-8ada-4674-bf14-c9bf5b268a99 · outbound

This paper cites {ATTACK2VEC}: Leveraging temporal word embeddings to understand the evolution of cyberattacks,.

Attack Effect Model based Malicious Behavior Detection {ATTACK2VEC}: Leveraging temporal word embeddings to understand the evolution of cyberattacks,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:36.158321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:24.267804Z digest=sha256:22f8315cbd26ea054a44c9cbb958a8e6fd1fa9dd1b9724d18f09238eee494ffa

Observation 6d25031f-499b-4435-bcaa-ea72f952bbaf · outbound

This paper cites Shadewatcher: Recommendation-guided cyber threat analysis using system audit records,.

Attack Effect Model based Malicious Behavior Detection Shadewatcher: Recommendation-guided cyber threat analysis using system audit records,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:36.146717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:24.348150Z digest=sha256:b2784dcb8bdfb6b65f70e0a01a6247895e8e8340d2dbefa7cbc5480d33c13ea2

Observation 7cbdc65c-b4e2-45e8-abd8-69d077dae8a1 · outbound

This paper cites Threatrace: Detecting and tracing host-based threats in node level through provenance graph learning,.

Attack Effect Model based Malicious Behavior Detection Threatrace: Detecting and tracing host-based threats in node level through provenance graph learning,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:36.135416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:24.435984Z digest=sha256:08b3b2ebc5079b43168a25950ca07fb15b2dbbb815923d36f3f6ff7869f47350

Observation edd38a61-420c-4184-8aa8-98a7399bf680 · outbound

This paper cites UNICORN: Runtime Provenance-Based Detector for Advanced Persistent Threats.

Attack Effect Model based Malicious Behavior Detection UNICORN: Runtime Provenance-Based Detector for Advanced Persistent Threats

Reference 19

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no resolver link, observed 2026-08-07T10:36:24.529868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:24.529868Z digest=sha256:e1e199553ba0e56f53ea4c131e352a01ff24ad515da956759ac9adbd3e008c98

Observation ac75c8f5-f04b-40e3-8b39-e23146684a90 · outbound

This paper cites Cyber threat intelligence sharing in nigeria,.

Attack Effect Model based Malicious Behavior Detection Cyber threat intelligence sharing in nigeria,

Reference 20

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verified fuzzy
raw_fallback, observed 2026-08-07T10:36:36.124393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:24.613676Z digest=sha256:b3bf8363f12fd7371991d93e5fdef6021ad7e709dd4fa801c6894bfc9afeef58

Observation eaa0ad73-d2ae-4c03-8c9d-ef8cf1367eef · outbound

This paper cites A literature review on mining cyberthreat intelligence from unstructured texts,.

Attack Effect Model based Malicious Behavior Detection A literature review on mining cyberthreat intelligence from unstructured texts,

Reference 21

Resolution
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raw_fallback, observed 2026-08-07T10:36:36.111055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:24.704740Z digest=sha256:64200b8c5d109b88913cb2ff1aef50e7231e3a896f516255efa444aa6820d3f4

Observation 3d2d0427-51ac-43e6-a6c6-202ad7108315 · outbound

This paper cites Omegalog: High-fidelity attack investigation via transparent multi-layer log analy- sis,.

Attack Effect Model based Malicious Behavior Detection Omegalog: High-fidelity attack investigation via transparent multi-layer log analy- sis,

Reference 22

Resolution
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raw_fallback, observed 2026-08-07T10:36:36.099116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:24.800466Z digest=sha256:b11e5fb1bb8668e21c0e6cf0d198ea1de21fb23855471cef5178b42fff9b0880

Observation 0c3d69b2-68c1-42f8-b05b-14d95a174749 · outbound

This paper cites Forensic analysis of configuration-based attacks,.

Attack Effect Model based Malicious Behavior Detection Forensic analysis of configuration-based attacks,

Reference 23

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raw_fallback, observed 2026-08-07T10:36:36.087169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:24.881613Z digest=sha256:58c37ba87ad325ced4659266d081143baa32b58cd545d1d705a2d430e0cae994

Observation abcfd4fa-95e0-4906-ae14-a8191796c87a · outbound

This paper cites Poirot: Aligning attack behavior with kernel audit records for cyber threat hunting,.

Attack Effect Model based Malicious Behavior Detection Poirot: Aligning attack behavior with kernel audit records for cyber threat hunting,

Reference 24

Resolution
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raw_fallback, observed 2026-08-07T10:36:36.075021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:24.973439Z digest=sha256:e4b2136fde5710247e07477ba1ca61e78ec2b233cbf624fe1196074f2d4cee39

Observation e2329b56-6535-4536-81b4-6dc0989f5566 · outbound

This paper cites Combating dependence ex- plosion in forensic analysis using alternative tag propagation semantics,.

Attack Effect Model based Malicious Behavior Detection Combating dependence ex- plosion in forensic analysis using alternative tag propagation semantics,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:36.060589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:25.070041Z digest=sha256:6d37b16b5ae0603313529bee9ceb7529983434d5d52a275fb59f8ab08042091a

Observation daf79dcd-d676-4e5f-99ee-00ca4bed80b1 · outbound

This paper cites {CLARION}: Sound and clear provenance tracking for microservice deployments,.

Attack Effect Model based Malicious Behavior Detection {CLARION}: Sound and clear provenance tracking for microservice deployments,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:36.047030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:25.140102Z digest=sha256:4a504d843d64214e50f7686a7d31eef2089f8392431d011721515ba38817b25d

Observation ac1d41ac-6e2a-486e-91bf-58fe321949ed · outbound

This paper cites You are what you do: Hunting stealthy malware via data provenance analysis.

Attack Effect Model based Malicious Behavior Detection You are what you do: Hunting stealthy malware via data provenance analysis

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T10:36:25.196720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:25.196720Z digest=sha256:f0f8e5e33ad5685b4ae1206d05bf0d86542391833a0dc8ae1130f12b5f1828b5

Observation 9e1d4d64-cd76-4316-ad66-f067498936e3 · outbound

This paper cites Holmes: real-time apt detection through correlation of suspicious information flows,.

Attack Effect Model based Malicious Behavior Detection Holmes: real-time apt detection through correlation of suspicious information flows,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:36.023981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:25.246329Z digest=sha256:a62809d8672297bf9bef17170daa7b2ceee70ede7fca1c88ee242d293b770c8c

Observation 7dd7002f-9340-4e79-b9eb-737b3242c4a6 · outbound

This paper cites Tactical provenance analysis for endpoint detection and response systems,.

Attack Effect Model based Malicious Behavior Detection Tactical provenance analysis for endpoint detection and response systems,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:36.011324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:25.311585Z digest=sha256:e6cf0c9bc9d0b0cb3eab16b7fa0c0732818ef6e4da75a8c16e67dec0c1e835ca

Observation e46c72f8-5943-450a-9421-6f2a8f5a0faf · outbound

This paper cites Runtime analysis of whole-system provenance,.

Attack Effect Model based Malicious Behavior Detection Runtime analysis of whole-system provenance,

Reference 30

Resolution
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raw_fallback, observed 2026-08-07T10:36:35.995009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:25.377483Z digest=sha256:aa1186a7252841c8eb5e00cdc4eaebc6a49599454e464a3fd32e9a0c73f97116

Observation d686dea1-f3ac-4b9b-8339-22424868eddb · outbound

This paper cites From here to provtopia,.

Attack Effect Model based Malicious Behavior Detection From here to provtopia,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.983696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:25.461121Z digest=sha256:f612ebb5795cf96e3c7ecc0cc1973f86763e1e80d4becac5b963f20e9cf7b58a

Observation 2c39782e-da84-4f44-b5ab-4e2c9ebb3c4e · outbound

This paper cites R-caid: Embedding root cause analysis within provenance-based intrusion detection,.

Attack Effect Model based Malicious Behavior Detection R-caid: Embedding root cause analysis within provenance-based intrusion detection,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.971275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:25.542392Z digest=sha256:ac591738dbc09b015770127b6159e280ac2a729aa56aab204d34f3112aeaea05

Observation fd367cb3-2acc-49ef-99fa-f65fbca673da · outbound

This paper cites Kairos: Practical intrusion detection and investigation using whole- system provenance,.

Attack Effect Model based Malicious Behavior Detection Kairos: Practical intrusion detection and investigation using whole- system provenance,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.960416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:25.628009Z digest=sha256:8ae0a6e17bb8beccae6c07ab4448264057bacc78d2ed670a85eba8bda8386445

Observation a51847c7-d0b9-47e9-8aa7-ba51c1908f89 · outbound

This paper cites Dispro- track: Distributed provenance tracking over serverless applications,.

Attack Effect Model based Malicious Behavior Detection Dispro- track: Distributed provenance tracking over serverless applications,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.948456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:25.717980Z digest=sha256:de259b56d5aab0e0548bbf0bc517f05afc99327b83a9c0916d5c21b6c2fd6ac9

Observation a155a6df-f142-4c51-8141-93837f5a0f88 · outbound

This paper cites Cost-effective attack forensics by recording and correlating file system changes,.

Attack Effect Model based Malicious Behavior Detection Cost-effective attack forensics by recording and correlating file system changes,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.937133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:25.774391Z digest=sha256:4fcb6a2f019a2529c4ff8c894cd73ace4f2019c9dbb29edf0e7686adb8aa5071

Observation 98bdf609-0cb4-4fc4-8cf6-d3b5d2902e79 · outbound

This paper cites {MAGIC}: Detecting advanced persistent threats via masked graph representation learning,.

Attack Effect Model based Malicious Behavior Detection {MAGIC}: Detecting advanced persistent threats via masked graph representation learning,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.925512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:25.866737Z digest=sha256:e42ca45100c9ec49f6175494ed93c4caec00a8220dc5fe8993b598542a27b383

Observation 7ce8f784-56f1-44ab-8d0c-54adf2f7d999 · outbound

This paper cites Pagoda: A hybrid approach to enable efficient realtime provenance based intrusion,.

Attack Effect Model based Malicious Behavior Detection Pagoda: A hybrid approach to enable efficient realtime provenance based intrusion,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.912959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:25.959425Z digest=sha256:5b7df6664bfa2187595851ca58a0bfc3ed38a79cea95cc843b0f2800fbf17f37

Observation afe0aea8-0daa-4b70-9a5e-6fda748e45ca · outbound

This paper cites Event tracing for windows (etw),.

Attack Effect Model based Malicious Behavior Detection Event tracing for windows (etw),

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.902811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.048777Z digest=sha256:6c3cb73f5ba39e9b8b02c5d24e9d91ca1feaea271f7a8d30fbca024bfaacca70

Observation ab3cb78c-2b49-4f06-bc4a-7ab603dfea90 · outbound

This paper cites Ratscope: Recording and reconstructing missing rat semantic behaviors for forensic analysis on windows,.

Attack Effect Model based Malicious Behavior Detection Ratscope: Recording and reconstructing missing rat semantic behaviors for forensic analysis on windows,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.892004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.114591Z digest=sha256:eba19e87bdf980ea03ab046daa2dd3a96cdb39d355795dcec55d805852556c62

Observation d47cb12a-3f17-4ce3-a4cc-2738789ccf46 · outbound

This paper cites Validating the integrity of audit logs against execution reparti- tioning attacks,.

Attack Effect Model based Malicious Behavior Detection Validating the integrity of audit logs against execution reparti- tioning attacks,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.881193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.172374Z digest=sha256:b4b28bbb8151532cff050dab16122c86d05f295ca1ced6a1f01ee92b8e653ee0

Observation 3c9187c4-2982-4c72-a915-104043b99c5d · outbound

This paper cites Palant ´ır: Optimizing attack provenance with hardware-enhanced system observability,.

Attack Effect Model based Malicious Behavior Detection Palant ´ır: Optimizing attack provenance with hardware-enhanced system observability,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.870287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.218240Z digest=sha256:678bca13ec4a0dc159f1c5a604541196ff4db6a6f48dc432df36c0ee6594507d

Observation cd4fddf9-d41c-4929-9c28-5a7654555d28 · outbound

This paper cites Spade: Support for provenance auditing in distributed environments,.

Attack Effect Model based Malicious Behavior Detection Spade: Support for provenance auditing in distributed environments,

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T10:36:26.273677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:26.273677Z digest=sha256:1a85ccfd5b49cae5d644801b2a6c5b27efaac9d659833e020597ed21b0e7397d

Observation cced4274-dbba-4361-bb5e-1e1715f5459a · outbound

This paper cites Paradise: real-time, generalized, and distributed provenance- based intrusion detection,.

Attack Effect Model based Malicious Behavior Detection Paradise: real-time, generalized, and distributed provenance- based intrusion detection,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.850156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.366543Z digest=sha256:426892d424e243069d61950d4465536b34aea3ff7714c7c980573b817ca7c275

Observation 0eaab104-e27d-42ca-9e18-aab349c312f9 · outbound

This paper cites Towards reproducible ran- somware analysis,.

Attack Effect Model based Malicious Behavior Detection Towards reproducible ran- somware analysis,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.838857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.425595Z digest=sha256:7de4e0359c173b682e3f1e6463fc2547082ab885bc7fdd0dfd6c0a59cf5b2a70

Observation 68244dbf-37b9-438a-bc3c-10f12da8773f · outbound

This paper cites Watson: Abstracting behaviors from audit logs via aggregation of contextual semantics.

Attack Effect Model based Malicious Behavior Detection Watson: Abstracting behaviors from audit logs via aggregation of contextual semantics

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.827576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.521131Z digest=sha256:25ca9206f6e1b4965c58699295c7f2e02e7277d530994890228e30b6d3366297

Observation dda344fc-56ab-4652-a973-16de5fe7ffd4 · outbound

This paper cites Layering in provenance systems,.

Attack Effect Model based Malicious Behavior Detection Layering in provenance systems,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.817510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.569668Z digest=sha256:b3bcae56325d1900a48fad8ca0409f5b1c477f6ea402c41f96f24fc4817ce2cc

Observation c382bbf6-6d0d-48ae-ab3c-2ebd2f2a46d5 · outbound

This paper cites P-gaussian: provenance-based gaussian distribution for detecting intrusion behavior variants using high efficient and real time memory databases,.

Attack Effect Model based Malicious Behavior Detection P-gaussian: provenance-based gaussian distribution for detecting intrusion behavior variants using high efficient and real time memory databases,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.807384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.662104Z digest=sha256:bd44fc4b1e9299a52bb8840660958486105fa07c7c7e077ab7719947d19adf22

Observation d32e342a-3ed0-48e9-984b-506372e3047f · outbound

This paper cites Pagoda: A hybrid approach to enable efficient real-time provenance based intrusion detection in big data environments,.

Attack Effect Model based Malicious Behavior Detection Pagoda: A hybrid approach to enable efficient real-time provenance based intrusion detection in big data environments,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.796824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.710792Z digest=sha256:d3b8b12e27ea4a2cc53d4e4aeba64dc77fb853ae07488eff033a5b7ad3ddb097

Observation 076c58b3-8cce-418e-9778-fcdda9c4d3d7 · outbound

This paper cites an unresolved cited work.

Attack Effect Model based Malicious Behavior Detection Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:36:35.786037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.788235Z digest=sha256:b076ccb091195dfb76a5ac8dbbf0cc49393d3ca955f3466ce80bc53b2e63ea0b

Observation e1905289-7127-4e4c-8c77-d48ba9af8584 · outbound

This paper cites Back-propagating system dependency impact for attack investigation,.

Attack Effect Model based Malicious Behavior Detection Back-propagating system dependency impact for attack investigation,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.774746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.851809Z digest=sha256:2f3207cd6e8006a9029d5374b798bed0a8298a61d45625979e3a08ecb093e439

Observation f5e2edd6-4c43-4dc5-be51-a45d3bcf41af · outbound

This paper cites an unresolved cited work.

Attack Effect Model based Malicious Behavior Detection Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:36:35.763455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.896026Z digest=sha256:29ed36fe6cf182b4f1124521f4fa136e2286f44d42abd2d47fefc971eadfe77b

Observation 4026e980-c408-4e2e-bb9d-0cce1a25e86d · outbound

This paper cites {ALASTOR}: Reconstructing the provenance of serverless intrusions,.

Attack Effect Model based Malicious Behavior Detection {ALASTOR}: Reconstructing the provenance of serverless intrusions,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.752522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:26.942184Z digest=sha256:dde2432ffb890443579ddf024c13e26911383451d2f3a17d8988b178737c7f44

Observation 2021bee2-660d-4f6f-9482-2d44a9361aae · outbound

This paper cites Analyzing the hidden danger of environment variables for keeping secrets,.

Attack Effect Model based Malicious Behavior Detection Analyzing the hidden danger of environment variables for keeping secrets,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.741374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.016663Z digest=sha256:12b891ce5c52dcf144bd7c356959dbe84ee54b2e2276bbd670b9c846fa5d8ab3

Observation b7b23a91-845c-4da4-a9d3-4a71e4582c93 · outbound

This paper cites Auditbeat reference:,.

Attack Effect Model based Malicious Behavior Detection Auditbeat reference:,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.729734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.073418Z digest=sha256:902df70b50aef97421df1bed9d54bbc34e2c1feb779168f546e28d0134ebfb64

Observation ec79acd3-cf8c-4a69-b921-1427e703ebfa · outbound

This paper cites Fast memory-efficient anomaly detection in streaming heterogeneous graphs,.

Attack Effect Model based Malicious Behavior Detection Fast memory-efficient anomaly detection in streaming heterogeneous graphs,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.711425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.154872Z digest=sha256:7e82ff30f9443d53a1f1fecff1ec9a6bfaad1c68fbebf604d5f7afb2cdbce4a5

Observation b07f013e-9a46-4d02-bd1f-9bc8535f7a95 · outbound

This paper cites Log2vec: A heterogeneous graph embedding based approach for detecting cyber threats within enterprise,.

Attack Effect Model based Malicious Behavior Detection Log2vec: A heterogeneous graph embedding based approach for detecting cyber threats within enterprise,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.564953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.249875Z digest=sha256:e51541e5fe6fdd0228b0c2a81998a2e5eb19d96dca59e3da2c3dc07c2cfc0168

Observation d282f982-1ac4-42ec-8147-10e4988fe412 · outbound

This paper cites Deeplog: Anomaly detection and diagnosis from system logs through deep learning,.

Attack Effect Model based Malicious Behavior Detection Deeplog: Anomaly detection and diagnosis from system logs through deep learning,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.431288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.299188Z digest=sha256:e4c516c15c7c42d691799186d6196fd072d591384f5b9c26d512d3390a1add93

Observation 06565dbe-8d0c-43fc-b81e-0da577d52dc0 · outbound

This paper cites Robust log-based anomaly detection on unstable log data,.

Attack Effect Model based Malicious Behavior Detection Robust log-based anomaly detection on unstable log data,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.312254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.377668Z digest=sha256:e78c938c74f5a610a33cef3f17548d40eebee9587197252a73bdedf6e8b41535

Observation a812f9c9-dcea-4df2-bfa1-5ef1825fdf71 · outbound

This paper cites Graph neural networks in network neuroscience,.

Attack Effect Model based Malicious Behavior Detection Graph neural networks in network neuroscience,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.172698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.444103Z digest=sha256:566ed529aa3daa6bf8d4cc8920bc80df8abfd066ae46ef5f074e647e825c9d80

Observation f7c79d2f-ca5d-4d26-8624-f21056c6f3b8 · outbound

This paper cites Gadbench: Revisiting and benchmarking supervised graph anomaly detection,.

Attack Effect Model based Malicious Behavior Detection Gadbench: Revisiting and benchmarking supervised graph anomaly detection,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:35.042569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.507796Z digest=sha256:323fc977ee652133a1217a9e9ed6e50d85e5a448b8f22c4cdaf1b7924ba687e2

Observation e9a3f762-de83-48db-8f63-5304b648cfc8 · outbound

This paper cites Cybersecurity threat intelligence augmentation and embedding improvement-a healthcare usecase,.

Attack Effect Model based Malicious Behavior Detection Cybersecurity threat intelligence augmentation and embedding improvement-a healthcare usecase,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:34.873785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.582835Z digest=sha256:ebd30cc1f4ac473d5a04abee511cb13f495375912790e8d5e1705435c875b411

Observation 49fe94b4-83a3-4d7f-a738-4bb8af0727e8 · outbound

This paper cites Sok: Taxonomy of attacks on open-source software supply chains,.

Attack Effect Model based Malicious Behavior Detection Sok: Taxonomy of attacks on open-source software supply chains,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:34.769328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.659805Z digest=sha256:221beeab0f6a30685f48b6ebd69a75c44a2ecd90c2e5d9ea5bf8668a284c02be

Observation dad9aa3e-106b-42eb-9b65-dcbb8a5f0017 · outbound

This paper cites Attackg: Constructing technique knowledge graph from cyber threat intelligence reports,.

Attack Effect Model based Malicious Behavior Detection Attackg: Constructing technique knowledge graph from cyber threat intelligence reports,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:34.647602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.741472Z digest=sha256:57aef76bf2c97c1c69d9e6062da8737b03a551b237b6a6b548f0ec6f8f3b4ab8

Observation a5664fda-6531-4217-b598-9d6f0232b789 · outbound

This paper cites an unresolved cited work.

Attack Effect Model based Malicious Behavior Detection Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:36:34.487465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.793507Z digest=sha256:f704a7a3e0b46510b2275c21cabe37bd4beb0771721eff4c71c67145f37effa7

Observation 85928bc3-9c61-4e2d-8714-7a6caf66e813 · outbound

This paper cites Microsoft security intelligence center,.

Attack Effect Model based Malicious Behavior Detection Microsoft security intelligence center,

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:34.263711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.847587Z digest=sha256:60b04a39dece2743e8085d92d2067b6f271db741df22ad1eafa6de1655f4b983

Observation ae8b2833-56db-4999-b2ed-a05818a0efcc · outbound

This paper cites The cybersecurity and infrastructure security agency,.

Attack Effect Model based Malicious Behavior Detection The cybersecurity and infrastructure security agency,

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:34.060201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.904472Z digest=sha256:46f5b7e264cbe8ed927a88c42c33b9f2575ef0b9bac363ef6e1425f0c8fad58b

Observation 12db2bed-725b-47d0-a5cf-e8d50114f385 · outbound

This paper cites Homepage of fead,.

Attack Effect Model based Malicious Behavior Detection Homepage of fead,

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:33.834038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:27.984240Z digest=sha256:52f9e47ada53c761da7a2ceb26f31b72f45dd643e8aa48f7b73bb7772333a727

Observation 2d09a030-78ce-46b4-b31f-355bcb67df8a · outbound

This paper cites Att&ck tactics, techniques, and procedures,.

Attack Effect Model based Malicious Behavior Detection Att&ck tactics, techniques, and procedures,

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:33.627655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:28.054816Z digest=sha256:dd4c0bc20d126abb95d9318d5ea3f80faa126d04125f257ebec6ca0fe40a5849

Observation 87e1c369-bf21-4fa2-9e08-5ce630ff2003 · outbound

This paper cites Semi-automatic Data Enhancement for Document-Level Relation Extraction with Distant Supervision from Large Language Models.

Attack Effect Model based Malicious Behavior Detection Semi-automatic Data Enhancement for Document-Level Relation Extraction with Distant Supervision from Large Language Models

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-07T10:36:28.111188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:28.111188Z digest=sha256:d8dc1094ede1b8d58687a3b206696657152670eb4932019e4a7705db1194621b

Observation 2d3747cd-ca84-43ca-abaa-78d65990f015 · outbound

This paper cites Umie: Unified multimodal information extraction with instruction tuning,.

Attack Effect Model based Malicious Behavior Detection Umie: Unified multimodal information extraction with instruction tuning,

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:33.418933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:28.194907Z digest=sha256:da1123938dd03b3dfe7542ee365b607c708be0c1fe771f235e32e825fe9fea17

Observation 901e89e4-8ba0-4dae-914f-4030f848d592 · outbound

This paper cites Knowprompt: Knowledge-aware prompt-tuning with synergistic optimization for relation extraction,.

Attack Effect Model based Malicious Behavior Detection Knowprompt: Knowledge-aware prompt-tuning with synergistic optimization for relation extraction,

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:33.175110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:28.270613Z digest=sha256:83b5d2a8fbbe4c9f8009f1a11bdd2af84b8cde744c7868a7da07463f750861f0

Observation 268e49bf-97cb-4c56-a6bc-890aa6349311 · outbound

This paper cites Survey of hallucination in natural language generation,.

Attack Effect Model based Malicious Behavior Detection Survey of hallucination in natural language generation,

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:32.941167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:28.354003Z digest=sha256:c48ba5a3257eacff45c5fce07b794112128ed94a0af82a3ad768ae4f5bbeb0a4

Observation 910244d3-d583-43cd-9db5-084d02acc657 · outbound

This paper cites Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models.

Attack Effect Model based Malicious Behavior Detection Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-07T10:36:28.414659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:28.414659Z digest=sha256:164c990d3e78a9a6a6d3b4a44d0be4e6d90ac351ba84f0ae349332dfffe7d74c

Observation 53213ac8-59d5-4bc4-9c11-163f7320e3d9 · outbound

This paper cites Towards revealing the mystery behind chain of thought: a theoretical perspective,.

Attack Effect Model based Malicious Behavior Detection Towards revealing the mystery behind chain of thought: a theoretical perspective,

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:32.784475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:28.466256Z digest=sha256:1f329c6065ecdb1d53da3f0ebbffa401c1a67caf7a796d42e939d769a26771d8

Observation 577f296d-6429-4447-aae4-792e97ddd507 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

Attack Effect Model based Malicious Behavior Detection Chain-of-thought prompting elicits reasoning in large language models,

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:32.543376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:28.553656Z digest=sha256:09ff3261f8e6bfeb934cf11077caf6a73449a613fd55dba8aa023a596e9a3bcc

Observation c961e5f4-064d-4c64-aaff-b28eb677d986 · outbound

This paper cites Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future.

Attack Effect Model based Malicious Behavior Detection Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-07T10:36:28.617064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:28.617064Z digest=sha256:bb8b67696a2a0e6070a5b2bee69f702775b9b4f7418c416c58ec510cf65be1ef

Observation 408ea681-7ff5-4046-99c3-ceb665ae72f2 · outbound

This paper cites Graph attention networks,.

Attack Effect Model based Malicious Behavior Detection Graph attention networks,

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:32.273926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:28.687055Z digest=sha256:6c69faeff77e81193b6d68ebb68e21ebcc7a8be2e8cd112390c753b0bdb45be3

Observation e8ba6d7e-0388-4191-8125-6aa72de92159 · outbound

This paper cites Darpa tc dataset,.

Attack Effect Model based Malicious Behavior Detection Darpa tc dataset,

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:32.063286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:28.721437Z digest=sha256:6175a8fdfbe235fa9cbb08e8d95bea829efa6b3803af2ef7281999ea247ccdc5

Observation 24b50239-58cd-43b7-9a6e-d82aac6b9184 · outbound

This paper cites Cse-cic-ids2018,.

Attack Effect Model based Malicious Behavior Detection Cse-cic-ids2018,

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:31.904156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:28.799757Z digest=sha256:0249aa587faa1d2b496caff702d79b36c7555fcedf9cf104f01fc70e2f935944

Observation 4b106383-8bd5-4ed9-ae1e-c3f90ee71c98 · outbound

This paper cites E-graphsage: A graph neural network based intrusion detection system for iot,.

Attack Effect Model based Malicious Behavior Detection E-graphsage: A graph neural network based intrusion detection system for iot,

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:31.727956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:28.859237Z digest=sha256:23d64ee56bc49dd2cbe27705eb9a994c90fe2b27bb1bdd84f20a6e5abc2e7410

Observation d1e74d83-930b-4c8c-9743-541c98b96274 · outbound

This paper cites How effective are neural networks for fixing security vulnerabilities,.

Attack Effect Model based Malicious Behavior Detection How effective are neural networks for fixing security vulnerabilities,

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:31.512911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:28.938850Z digest=sha256:cf44c16fb57d05655c0086beef1ff7333fbca135fd41787049ac21f9b9454a59

Observation f582c098-b7e7-45e0-8bcc-4d836e69e499 · outbound

This paper cites Exploiting library vulnerability via migration based automating test generation,.

Attack Effect Model based Malicious Behavior Detection Exploiting library vulnerability via migration based automating test generation,

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:31.345200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:29.014407Z digest=sha256:f060626ee6c16cc60c731f91cef3d693711be3171f3965985ae68ecb21153433

Observation 100ae821-6667-48d2-a2dd-9bc982552a44 · outbound

This paper cites Sok: A comprehensive analysis and evaluation of docker container attack and defense mechanisms,.

Attack Effect Model based Malicious Behavior Detection Sok: A comprehensive analysis and evaluation of docker container attack and defense mechanisms,

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:31.135625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:29.090287Z digest=sha256:ccb39713a54d80e79adf8e7f9d7cc5426473ce41f870c62cf4cd723b52433a35

Observation 021acc35-241c-4fb2-98fe-0958f862c2d0 · outbound

This paper cites VulZoo: A Comprehensive Vulnerability Intelligence Dataset.

Attack Effect Model based Malicious Behavior Detection VulZoo: A Comprehensive Vulnerability Intelligence Dataset

Reference 84

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:36:29.806911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:29.150441Z digest=sha256:713bef147393555e3a411bd676f20a4fd519458edf94d8adc45644df1ae1790a

Observation e1b5eba8-6d07-450c-84de-73e824ddecc0 · outbound

This paper cites Research on automated anomaly localization in the power internet of things based on fuzzing and semantic analysis,.

Attack Effect Model based Malicious Behavior Detection Research on automated anomaly localization in the power internet of things based on fuzzing and semantic analysis,

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:30.944052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:29.214545Z digest=sha256:6bcf40faffd9716abc35b5c5b06184cd9bc55215c97c602804a21d02d2a551bd

Observation b18adbdc-8200-40c8-8a26-99bd23fff732 · outbound

This paper cites Evaluation of Reinforcement Learning for Autonomous Penetration Testing using A3C, Q-learning and DQN.

Attack Effect Model based Malicious Behavior Detection Evaluation of Reinforcement Learning for Autonomous Penetration Testing using A3C, Q-learning and DQN

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-07T10:36:29.274127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:36:29.274127Z digest=sha256:2c433d3cec620316e49455fbe8f88db920dce443b4a82fb843588d6a358a15fc

Observation c18966fe-9ad4-4259-9bd0-869a396d2997 · outbound

This paper cites Azure openai service,.

Attack Effect Model based Malicious Behavior Detection Azure openai service,

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:30.731194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:29.349332Z digest=sha256:7e36685a441058675c134959ad3d4a07bed4db20084352568699ddb781c5252b

Observation 2858b8b9-6632-44d9-b826-ef1046e4ec1c · outbound

This paper cites Spec2006,.

Attack Effect Model based Malicious Behavior Detection Spec2006,

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:30.544208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:29.401772Z digest=sha256:9904fe12486f1e33d9b69868c759e6dc9aeec4cef76b95c1109ee0efe7b77eef

Observation c775f3e7-b1cd-45fc-9d21-ed1421c3e535 · outbound

This paper cites A reusable characteriza- tion of the memory system behavior of spec2017 and spec2006,.

Attack Effect Model based Malicious Behavior Detection A reusable characteriza- tion of the memory system behavior of spec2017 and spec2006,

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:30.333364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:29.478285Z digest=sha256:9bdeb1842dbe64568a7c185487af9287c41168a3d4b0ad9086a4a164350a434d

Observation bd865180-8c3f-4d67-8a33-eccb22bfe54f · outbound

This paper cites Stream benchmark,.

Attack Effect Model based Malicious Behavior Detection Stream benchmark,

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:30.154731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:29.554498Z digest=sha256:28016e786c8a3c757d84fc52bc27754393699e62e6ed8c17fbbf0e347684c0f0

Observation 07a7f8e8-afb1-498d-95ee-304cdc3ee960 · outbound

This paper cites On the memory underutilization: Exploring disaggregated memory on hpc systems,.

Attack Effect Model based Malicious Behavior Detection On the memory underutilization: Exploring disaggregated memory on hpc systems,

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:36:30.014139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:36:29.618916Z digest=sha256:da999e6f75a4cbf9335c4a0fccd7f427a3e12fcad49fce92f64b91fd2deabb60

Pith citing papers

No inbound Pith citation observations are available.