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Paper Citation Record · LEDGER

Tracking Temporal Evolution of Network Activity for Botnet Detection

As of 16 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 3 inbound Pith citation observations for arXiv:1908.03443.

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

pith.paper-citation-record.v1
1908.03443 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T14:18:07.372136Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:33:06.942996Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-06-30T16:14:53.477705Z

Reference resolution

25 of 25 outbound references displayed

  • verified exact0
  • verified fuzzy21
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d1f9edea-6e4e-46be-ac8e-1451711547f3 · outbound

This paper cites https://www.cyber.nj.gov/threat-profiles/botnet-variants/smominru , Feb 2018.

Tracking Temporal Evolution of Network Activity for Botnet Detection https://www.cyber.nj.gov/threat-profiles/botnet-variants/smominru , Feb 2018

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.887069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.218840Z digest=sha256:7edbd1577fcedfb41fad665f144eec757e982c65f741caf384ae5acf310bafef

Observation f65d1644-d17a-4e6f-babc-f1bb5e6350fa · outbound

This paper cites Botnet technology.

Tracking Temporal Evolution of Network Activity for Botnet Detection Botnet technology

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.867626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.224659Z digest=sha256:63c44bc97e33b14bf6a654af673d5aa46939fd2bb717d6ab165f7b005c29cf7b

Observation 78bb35a0-9e61-48c2-a78f-4058082fdce8 · outbound

This paper cites Behavioral clustering of http-based malware and signature generation using malicious network traces.

Tracking Temporal Evolution of Network Activity for Botnet Detection Behavioral clustering of http-based malware and signature generation using malicious network traces

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.846753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.230423Z digest=sha256:7aa00f5858651501b551b35049fd394766e325cbcd770ba58751f8e18987ada0

Observation 109bf92d-5dc4-4131-aee7-2d06ab1a6c40 · outbound

This paper cites Heuristics for detecting botnet coordinated attacks.

Tracking Temporal Evolution of Network Activity for Botnet Detection Heuristics for detecting botnet coordinated attacks

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.823702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.236397Z digest=sha256:502546c2fb30c42f4fb8cdb1fa97e313618009e629a6d6234e5905b49ee5664f

Observation 6557bd8f-6826-480d-ab21-914f2c694138 · outbound

This paper cites Timothy Strayer, David Lapsely, Robert Walsh, and Carl Livadas.

Tracking Temporal Evolution of Network Activity for Botnet Detection Timothy Strayer, David Lapsely, Robert Walsh, and Carl Livadas

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.805711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.243125Z digest=sha256:13368d6a457ee9502637c7c6a750ff5737cf7c77d884a4428afb34716db11bc7

Observation 17329d24-7eb7-41df-8636-85a670dc2be6 · outbound

This paper cites Botnet detection using graph-based feature clustering.

Tracking Temporal Evolution of Network Activity for Botnet Detection Botnet detection using graph-based feature clustering

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.788599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.249110Z digest=sha256:750af653e6116355d10a1dc08826ee4bcece8542ddf31ffa351c55d4ced83956

Observation c68fe1ab-8245-42f0-a1d5-7f60e6aab07f · outbound

This paper cites An empirical comparison of botnet detection methods.

Tracking Temporal Evolution of Network Activity for Botnet Detection An empirical comparison of botnet detection methods

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.771489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.256563Z digest=sha256:bf9583372d4972dd97a310063bd9acf104672902a21722301c71af73dd458b4a

Observation d078f3de-caef-450b-bf7c-da34d1bc70e6 · outbound

This paper cites An efficient flow-based botnet detection using supervised machine learning.

Tracking Temporal Evolution of Network Activity for Botnet Detection An efficient flow-based botnet detection using supervised machine learning

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.752965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.262528Z digest=sha256:2cadf6cdec1e99645e3f1707e1ddaa0fd04bf68db358ef8355a4b2f00f481886

Observation 3394d8b4-b910-4a3d-a916-1dfb336f5ca1 · outbound

This paper cites Botgrep: Finding p2p bots with structured graph analysis.

Tracking Temporal Evolution of Network Activity for Botnet Detection Botgrep: Finding p2p bots with structured graph analysis

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.733166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.268636Z digest=sha256:e7eda9b69b9b4a224b673ec6de3f53b8738ab8f296cb88d604b010fc67f51b9e

Observation 0b1eb647-a3ac-4e53-8ebb-69ecb40d39cf · outbound

This paper cites Botnet detection using social graph analysis.

Tracking Temporal Evolution of Network Activity for Botnet Detection Botnet detection using social graph analysis

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.712124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.274143Z digest=sha256:dd02c4693a2e116d72392f0ce9bc3e407cd8dd25cbd37242faa0e377deb6dd82

Observation 9c435d9a-7088-4c27-b458-7da42be470c9 · outbound

This paper cites An analysis of recurrent neural networks for botnet behavior detection.

Tracking Temporal Evolution of Network Activity for Botnet Detection An analysis of recurrent neural networks for botnet behavior detection

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.692012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.284987Z digest=sha256:428b73c2ebe26cca96615f44784e782604a6b5610cc5cba2b2be889b4873f7c2

Observation 6e303f26-e645-41a8-b282-05429d2419cd · outbound

This paper cites an unresolved cited work.

Tracking Temporal Evolution of Network Activity for Botnet Detection Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-14T14:18:07.673192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.292468Z digest=sha256:a94a771e44636b0273beb42d8e12b8c89f474b84f5199dbc5f110bb51e8a34d2

Observation cf8e6237-481d-46ab-9be1-1b6e816587f9 · outbound

This paper cites an unresolved cited work.

Tracking Temporal Evolution of Network Activity for Botnet Detection Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-14T14:18:07.651913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.298559Z digest=sha256:b3681065ff4773c3974db234043417dfa11aea718a0d9827fb1b150445cd530b

Observation 9d6c199c-a06e-409d-ada6-e1ee1a485011 · outbound

This paper cites Real-time Peer-to-Peer Botnet Detection Framework based on Bayesian Regularized Neural Network.

Tracking Temporal Evolution of Network Activity for Botnet Detection Real-time Peer-to-Peer Botnet Detection Framework based on Bayesian Regularized Neural Network

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.633116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.305176Z digest=sha256:cada787cc983c5b88dd7ec1f126b1c194ae317728b13192f0adc95a0261bc2ee

Observation d64dbee7-28ba-42ab-ab70-3d2cc65111d2 · outbound

This paper cites Long short-term memory.

Tracking Temporal Evolution of Network Activity for Botnet Detection Long short-term memory

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-14T14:18:07.310520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T14:18:07.310520Z digest=sha256:366e5b8d2b5fbd7014e30af1cc57880d7dc6521cb8fc11604d32ded54ce9c573

Observation cfe3a584-de14-4a39-9628-a4e8757ca60e · outbound

This paper cites an unresolved cited work.

Tracking Temporal Evolution of Network Activity for Botnet Detection Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-14T14:18:07.315731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T14:18:07.315731Z digest=sha256:7af36a727ffdb01cdf28d32a6e0d0d488650271bca5782e6c812aa72076470bd

Observation 1a115a4f-8a68-433f-888c-f03b38b539d7 · outbound

This paper cites Tieleman and G.

Tracking Temporal Evolution of Network Activity for Botnet Detection Tieleman and G

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.582516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.321522Z digest=sha256:649e6663851b4783990c0c4bb5ebcaca49b6caebedcc49931506a6dcd6503de1

Observation d74aa3ef-62f9-424f-9578-efc0626b30a2 · outbound

This paper cites The relationship between precision-recall and roc curves.

Tracking Temporal Evolution of Network Activity for Botnet Detection The relationship between precision-recall and roc curves

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.565720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.326610Z digest=sha256:f84b2189a2afb4950c95e6f14c7247adadfd4594d6d98a5ee530cf7d5d7b3c0b

Observation 90023b14-4242-4755-a288-830180159ef9 · outbound

This paper cites Reducing false positives of network anomaly detection by local adaptive multivariate smoothing.

Tracking Temporal Evolution of Network Activity for Botnet Detection Reducing false positives of network anomaly detection by local adaptive multivariate smoothing

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.547867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.333011Z digest=sha256:3f5c9dbb269a7889aaa253da8a463a9ffffafd0814f2d3e2ea292016ef00b0f7

Observation 77527e89-6b76-4fce-aca3-4e891935b36c · outbound

This paper cites Big data analytics for network anomaly detection from netflow data.

Tracking Temporal Evolution of Network Activity for Botnet Detection Big data analytics for network anomaly detection from netflow data

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.525634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.338927Z digest=sha256:03902aa7b831f1ebe5898e29032e246e4d953bc19d7a0270d681289bd711ba10

Observation f008320e-4db5-4b15-971e-b603d999fb25 · outbound

This paper cites Learning combination of anomaly detectors for security domain.

Tracking Temporal Evolution of Network Activity for Botnet Detection Learning combination of anomaly detectors for security domain

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.499091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.345937Z digest=sha256:a1f32b88335ab053e5fc71d6adc7b5ee532f13316b9cdeeda68e7929611c8726

Observation 5b7614ba-210c-4d0f-90bc-c5682a5cb0d2 · outbound

This paper cites Session-based network intrusion detection using a deep learning architecture.

Tracking Temporal Evolution of Network Activity for Botnet Detection Session-based network intrusion detection using a deep learning architecture

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.475757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.351917Z digest=sha256:57a9272569143fd753f21aa7b5988a4d87e7f671e17f816efa82e2be296aa42c

Observation 225f62ba-2ab1-4a70-acb8-95eec0d3b666 · outbound

This paper cites Nur Zincir-Heywood.

Tracking Temporal Evolution of Network Activity for Botnet Detection Nur Zincir-Heywood

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.457517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.358667Z digest=sha256:2520bba8bbe1b934631f6ca09ad87942fb0ec1092571ae5abd1d12ad43cb0f04

Observation bb971493-0e71-4417-9f14-7b59eadcc2c2 · outbound

This paper cites A comparative study of machine learning algorithms and their ensembles for botnet detection.

Tracking Temporal Evolution of Network Activity for Botnet Detection A comparative study of machine learning algorithms and their ensembles for botnet detection

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.440962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.365621Z digest=sha256:83de9baa22292d18f17d61550c59812366ceab0cf8b8c2388dde88612b2b8ee1

Observation 48659b87-2914-480f-8830-0694f2e4d1cb · outbound

This paper cites An effective conversation-based botnet detection method.

Tracking Temporal Evolution of Network Activity for Botnet Detection An effective conversation-based botnet detection method

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:18:07.421667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T14:18:07.372136Z digest=sha256:b3f5da9dd624352745e1327ab9bc8250d2e291e3fc9989fae57a428f14a31406

Pith citing papers

Observation 4e2fad33-4916-4100-bfba-87da7baa5d0b · inbound

Flow-based Detection of Botnets through Bio-inspired Optimisation of Machine Learning cites this paper.

Flow-based Detection of Botnets through Bio-inspired Optimisation of Machine Learning Tracking Temporal Evolution of Network Activity for Botnet Detection

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-11T20:33:06.942996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:33:06.942996Z digest=sha256:7d2e05caafdc8ccf0becc207224f00c51ef6730779df003936e3fe925e067be9

Observation fa7d4344-633f-4f87-8cbd-6fcabaacfa72 · inbound

Botnet Detection on CTU-13 Using Lightweight Machine Learning Models cites this paper.

Botnet Detection on CTU-13 Using Lightweight Machine Learning Models Tracking Temporal Evolution of Network Activity for Botnet Detection

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-25T05:36:40.215636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-25T05:32:03.917052Z digest=sha256:efc90940ada4f33856d927f6b38d775ee49ff11d3a203ffb52cc2b7f707e52fe

Observation 5d93cecd-50a9-4e38-a050-ed457d98cda9 · inbound

Botnet Detection on CTU-13 Using Lightweight Machine Learning Models cites this paper.

Botnet Detection on CTU-13 Using Lightweight Machine Learning Models Tracking Temporal Evolution of Network Activity for Botnet Detection

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-06-30T16:14:53.479693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-30T16:06:25.609104Z digest=sha256:1d7a97c6a856dafdd1291044221b973416da9d6f3d0286d8955fc5e3c1fe6a2a