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Paper Citation Record · LEDGER

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks

As of 12 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2501.16487.

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

pith.paper-citation-record.v1
2501.16487 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T12:58:44.749764Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

39 of 39 outbound references displayed

  • verified exact2
  • verified fuzzy5
  • unresolved30
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 29c88737-abee-431c-a54e-ae97bb90e8b8 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.939046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 67ade1fa-0093-42fa-b441-c7fa14daf462 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.927182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.609434Z digest=sha256:682ddad1a55a9696d7b26d715e0c291f43d6142a648d82d6b59346a93ce6dc6f

Observation 4e535b7a-beb4-4a19-9544-b718632e2cf4 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.913101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation ad22ad49-a923-44ee-8f55-26bd17fabe46 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 4

Resolution
malformed identifier
raw_fallback, observed 2026-08-10T12:58:46.898448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation d367a4b6-4b03-4ef9-89e3-954a180c68c2 · outbound

This paper cites Brown and Patrickyc Hwang.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Brown and Patrickyc Hwang

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T12:58:46.885109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.622522Z digest=sha256:21b50bc356dfee22c417d41e6bd7c2db953dd3906207cb84b3ef678c9e8ef787

Observation 2499841e-e904-45c0-9e22-18de893cca6a · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.872824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.626432Z digest=sha256:cbcda8d485f22fe8b72c71fe5f16f833d90c20922855084e16c9ccc9c81bff25

Observation 24b138db-9b6b-41ba-98c3-95d016b05204 · outbound

This paper cites Graph-based Solutions with Residuals for Intrusion Detection: the Modified E-GraphSAGE and E-ResGAT Algorithms.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Graph-based Solutions with Residuals for Intrusion Detection: the Modified E-GraphSAGE and E-ResGAT Algorithms

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-10T12:58:44.630999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T12:58:44.630999Z digest=sha256:526db16aaca6eefb8de14b9957ffff523c9aff084b8bdb0faf5276c05759d0b2

Observation c9561940-953e-437e-a1b9-e61ae2d34c99 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.861365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.635211Z digest=sha256:5cfab6a2f90f22583568e53f48e6d5a671558387393f65387795d947fca31178

Observation 3930d53d-6b27-4235-935e-616323c5281d · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.850085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation f3919b37-83a0-4ebe-9a26-60750ced1dcd · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.838610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 45adb044-0db2-4770-9fc1-caa53ecb3df1 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T12:58:44.646848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T12:58:44.646848Z digest=sha256:b5dff37144d1f513a463af8fcdbcb11c58840e8c8540619fef55bdef6f10d54d

Observation f38d71d1-becb-4a5f-bed7-7be6d7288bbf · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.820236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 181ebc06-7688-4e37-bb4e-f65bba8b1efd · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.809172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.654586Z digest=sha256:dc475a4c6055a25a62107be2ac1cdc05bbac72c5d3f64d0565b7197e4d3bbdc3

Observation 91d57974-4daf-4197-b202-83eaa08231d5 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.798060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.658194Z digest=sha256:ce17771875669b1aad7f8ae1ab5e5c98445c4c5225518398f1c69c615184d2b6

Observation b1ce5436-2762-450e-94c3-3ff8d57d6677 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.787143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.661957Z digest=sha256:306f3fdf5d143707c709cccaa6fd661848cf0bc823c16e76605cf9fe19ae6a6b

Observation 08eccc7c-5e20-42dd-8867-9aa5dd5b7021 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.762925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.670209Z digest=sha256:1776e740df84efe783b5b8cf32e3fe080816d2877f4654a97cdbd04a4ec36b26

Observation 21a33fc2-b8b3-4d5f-ae0f-18888e933c11 · outbound

This paper cites Ghorbani.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Ghorbani

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T12:58:46.750370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.673973Z digest=sha256:1d0f24e4e35c78f96338618822754769270a687847a65ece70f30e306cdc2b39

Observation 7a4315b7-0f52-47e4-90b8-755b10e6ed4d · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.738448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 2acfbb5a-f664-4474-97ac-7249a2d8c15c · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.726722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 5b1cd05a-d974-4b9d-a18f-753c03dd80bd · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.704162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.690398Z digest=sha256:4e80fc90c8d747f69190469494797a75438fee9fe4374ba2901d8a49bb0ff702

Observation a3c423af-4c24-4aef-bd12-ffcf8c3779fc · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.693946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.694046Z digest=sha256:b37d5d0d30eb0acc30c9d53ba0e593c42ee2201308a3ee00628ec8cc89606800

Observation 063d140b-7cc6-4a99-a513-e28a2913136d · outbound

This paper cites IEEE Cloud Computing 5, 4 (2018), 24–32.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks IEEE Cloud Computing 5, 4 (2018), 24–32

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T12:58:46.715183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.686211Z digest=sha256:e04baa37cdef8c354b33d4325b5db6847c319202b2105a5df4f607f531d0a0ca

Observation d90fd200-04a2-4132-816f-9f79cc7ef270 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.677087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.701667Z digest=sha256:a54a61c8880e75e8b8450092570df937496c77e4df966cf042246bf9166602f7

Observation d8f0509b-f986-4f9d-81cc-1d5c27d96666 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.666419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.705337Z digest=sha256:bb1d6d9a564fbf2263e1e5ca0240e03b9c12ec88f75b88d8c6e2dd95d57e44c6

Observation ec729b4a-554d-4ffb-a830-ea7cc96140ec · outbound

This paper cites Pedregosa, G.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Pedregosa, G

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-10T12:58:44.697805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T12:58:44.697805Z digest=sha256:5a781eda49420846c564cea4ee64453889d5fe7d44334ba6165bd5a492d16fa2

Observation cd838bb5-806a-4c44-94ca-3e6861e733fe · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.643772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.712663Z digest=sha256:287565ce9668f5dd9b8cabd98ec73d31dc73cf5edf024e0aef338c8f4698294f

Observation 14d030bf-1ece-47de-9e39-b66d9adba030 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 27

Resolution
malformed identifier
raw_fallback, observed 2026-08-10T12:58:46.632379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.715897Z digest=sha256:90a9e54f7fcf592947a84ae454b4a863210998a47eb70523ae8ab86ba9c52393

Observation 0860ce40-3e1e-4111-95a4-22258382a9db · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.655541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 6dd5f352-3139-4ec9-996f-9692b17d82db · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-10T12:58:44.723222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T12:58:44.723222Z digest=sha256:aab5d1667dd2ce729247411acc16a92621d6e9ddf3b48cc77e9cf8b664543476

Observation bb8f92d8-578d-41b2-b3a9-564e3e5964d0 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.610663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.727276Z digest=sha256:aeec612726676fcf36cb426ab94ee02e6cc1f8581a4cf37d08b2ba3aa2f87129

Observation c2cad4d1-09db-4131-9094-cf13a8005ba2 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.621839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.719376Z digest=sha256:d4f03494c3065e50036104644524df1180324a17a11a94e3cdfb09d88c35cd92

Observation 348c8d0d-091b-4ad7-abc9-9beec2491897 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.586185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.734206Z digest=sha256:e142eb0cb1910396ac572809e25fe5379a6aa8ccce011cce7ffaf9fbd8524b32

Observation 96e6757c-a8d2-4e90-99d3-da882812a8a1 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.573777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.737806Z digest=sha256:d86bf58aa265dcf30c4c76e52a9e77a17fddd3e679bb3aa3cc3c7e5e8c450093

Observation a1d684a8-1f5c-482f-867f-99f3901eb0ea · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.598852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.730604Z digest=sha256:d50cbf5a8b25bbaafd87dba8ba3201248d236a084502ce29fd856fdd17bcb514

Observation 6c5a7778-c81b-4f5e-8260-d4c331fb973c · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 35

Resolution
verified exact
doi, observed 2026-08-10T12:58:44.784928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.749764Z digest=sha256:633980317f647a1039f07b958d0a9c2a976ea806a6c986418efbfdf7760d3ebf

Observation d01592ac-b994-4ce4-ab06-379becd0a3a1 · outbound

This paper cites an unresolved cited work.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-10T12:58:46.562969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.741745Z digest=sha256:5da3bd1687ce34c1e24ef0d8d9f3c5f92263522dc1c139740414fb032fe30f67

Observation 65a11ece-3476-4471-ba04-cbaf609b71c7 · outbound

This paper cites https://www.iso.org/obp/ui#iso:std:iso:31000:ed-2:v1:en.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks https://www.iso.org/obp/ui#iso:std:iso:31000:ed-2:v1:en

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T12:58:46.775199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.666086Z digest=sha256:9e9cff09338269eb71e7acdc2cb27605279d5e64156498f7baebb438a0cf0468

Observation fdd068c8-947d-4991-adbc-1c581158c840 · outbound

This paper cites Computers & Security 87 (2019), 101600.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Computers & Security 87 (2019), 101600

Reference 2019

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-10T12:58:46.539351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.604914Z digest=sha256:68183f060b7a4e11a81aa134395431e9cee235b663cd74a5b9f974e1e53af23e

Observation a7ef9d95-9b9d-4e67-a88a-e7523d2ebe66 · outbound

This paper cites Journal of Neural Engineering 18, 4 (2021), 046019.

Network Risk Estimation: A Risk Estimation Paradigm for Cyber Networks Journal of Neural Engineering 18, 4 (2021), 046019

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T12:58:46.550839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T12:58:44.745753Z digest=sha256:7e6150c7845f4aa9d517ff427af9033b461def5a1fe6f1d7ced47577ec0d0c68

Pith citing papers

No inbound Pith citation observations are available.