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Paper Citation Record · LEDGER

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications

As of 6 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:1907.08325.

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

pith.paper-citation-record.v1
1907.08325 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-24T19:27:00.286138Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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 exact6
  • verified fuzzy15
  • unresolved16
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 88c3017f-e104-4650-a3c7-260bc8403c0d · outbound

This paper cites https://github.com/ rushilanirudh/icf-jag-cycleGAN.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications https://github.com/ rushilanirudh/icf-jag-cycleGAN

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T19:29:52.116269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation ee1b9c99-f7f1-4746-85ff-4100e6344bec · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.176480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:09fb5a96b8de2082f8b01c3ba46e4050421f87be360fcde6e26c013710d90d86

Observation ef23b4f0-aa03-4ef2-a6b5-b18e51912791 · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.112086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:6dacb015a16e0a5ddbb49496714abfa3994bb9ca25bae175849eaf8d5037d5d9

Observation da4c89b6-9bbc-4bca-a74f-2c4dddb290c8 · outbound

This paper cites Baldi, S.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Baldi, S

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T19:29:52.108230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:44497d350afba358be36ffadbe0d0b6a3f552aa4d2f2c4b35baedb661496391e

Observation bb71202c-211f-41f7-ba41-d0fbd45020a8 · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.104242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:dc0b953e429838f8699d220246aaaa074f8efeb390a3ecd0af299a962bf8c42f

Observation 67368533-87f4-42fb-852b-d18c66d9328a · outbound

This paper cites Bremer, D.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Bremer, D

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T19:29:52.096448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:dae98d467c5063560efeb49158607ad0e4986e638b4db95fd09618dffaafb9db

Observation c2a09f08-75c9-4833-9c92-e3ac22005389 · outbound

This paper cites Bremer, V.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Bremer, V

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T19:29:52.100208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:df7f764f73c49a503a851211778de8dd3fadb4ca72e94000d667381318c74caf

Observation fa532b73-47e0-449a-9f84-491b1bba384f · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.092586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:339e091d1348947fede034583aca6f063eb5e418a0826229f78785283f0c1bf1

Observation 966edf26-1bd4-43f2-810f-fa197e44fad4 · outbound

This paper cites Correa and P.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Correa and P

Reference 9

Resolution
verified exact
doi, observed 2026-05-24T19:29:50.777935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:0af2be7e5525c9a7e49523176306f6c299f443222633ac211a076bc9169265ab

Observation bed621f6-8ace-4c3a-b0d2-3b775fd72677 · outbound

This paper cites Correa, P.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Correa, P

Reference 10

Resolution
verified exact
doi, observed 2026-05-24T19:29:50.786018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation d580f10d-aaf9-4af1-b043-4d90e6280a1e · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.083152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:0d1c754484a2092ef3bac640a539daf557fd01134783e9631aee63b6be55aa32

Observation 03beb685-b959-4664-abd6-43064d066b2d · outbound

This paper cites Gaffney, P.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Gaffney, P

Reference 12

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:041096e51daa23be541be5e8b6768749944f1ead17992a9421d561630f4e058b

Observation e6e42c3d-ed35-4028-a55b-c2c5adf76868 · outbound

This paper cites Gerber, P.-T.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Gerber, P.-T

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T19:29:52.119963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:76cd5997643399605e099c4c55db03b87744da99717ceaa8398210fe62d66506

Observation 34f5bdc0-6dba-4101-8218-463ccb541785 · outbound

This paper cites Gerber, P.-T.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Gerber, P.-T

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T19:29:52.079498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:f2efa9c8f64df2f7ef1b05022c9e6d7c56b8b3fa92bf9085e08a8faedc27e5a8

Observation a5072db4-638a-4fdf-802c-1cb14490b28f · outbound

This paper cites Gyulassy, P.-T.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Gyulassy, P.-T

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T19:29:52.071758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:3b57bfefc7d89c3e852d9cc95e2b95068c1b6555c5fc5c67ea40041e1761590c

Observation 59a0bc6e-9717-4aa5-85cb-62c391191dac · outbound

This paper cites Gyulassy and V.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Gyulassy and V

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T19:29:52.075607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:8262b18769a8bad28de05a30dae4d0db5ff1bf9130afac79c4b1058782ccf09a

Observation 3047cbd6-6163-42d9-a055-744afc1309fc · outbound

This paper cites Krause, A.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Krause, A

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T19:29:52.088558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:b5dd1354254e1972a4a5212befcd2e0cb4e0facddcaa713b4a960ad20128760e

Observation 22422e63-dd02-4156-a67b-384c7f1e89ce · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.067758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:6f6a6ac6caf15ac9960974b744feaeeac76e0e11c09abcb52e89c0c457531dfc

Observation e22a83d6-0379-4e6f-9cef-9b64b99102bf · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.063790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation 169ec534-e770-4599-991e-35b28349f21e · outbound

This paper cites Analyzing the Noise Robustness of Deep Neural Networks.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Analyzing the Noise Robustness of Deep Neural Networks

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-05-24T19:29:50.947413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:b61f7370e5553d31ca24f833a21c3e43a90c0958bff1d458f342d9e49088a1ea

Observation e661abcf-602e-4f23-bb5b-10abca32d5b0 · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.059969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:5499982521f0d197482991255f0c2222fc0c6a1b3f97355e1d35ad7b8f5115bf

Observation d68da5ef-0597-46d6-8046-307f72d80ca1 · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.172670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation 4c5dbc87-d37b-4619-b486-1583d1b14dab · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.168846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:f8ef4ec5bee85f6137c4d1da3f88b17de5c1d8bb40edfe737f1a5f1f54c744a1

Observation ed69ab1a-874d-43d4-9db8-52313a439dde · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.165217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation 9ecbf588-46f7-484d-8059-e746d6e77edb · outbound

This paper cites Mayorga and M.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Mayorga and M

Reference 25

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:74870e53bfee002ebc00532e96921052032d8f09afa80edcd88b97714a63d7ac

Observation 351a2b7b-f439-478d-8a14-756fb7fcb137 · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.157954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:2125533f51159024929f6248626242082d24427f2de9ecac2a5ec2100df2e749

Observation 592dfd54-d527-49e9-9e6a-a7ecc6635a5f · outbound

This paper cites Mjolsness and D.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Mjolsness and D

Reference 27

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:53b22843ca718ed4045cc42556c70e3023a126892572edfca60750e33a51f98b

Observation 13d0ecbc-f945-4930-94a2-1c6e5bfe0fe6 · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.150337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation 0ab34830-8356-4bb8-8310-ed216fcd0ab5 · outbound

This paper cites doi: 10.23915/distill.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications doi: 10.23915/distill

Reference 29

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:f830ce89c882deb8d73ae79527cee2e4d386d2bb5e7fc915c5e81d8a82089985

Observation 826da576-88d1-4157-beb5-0067a2114c59 · outbound

This paper cites Peterson, K.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Peterson, K

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T19:29:52.146745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:607a0b3d71baf7cb7888105acccdd0917efa41aa47a32c3ab143e950a9714e4f

Observation 88e19d0b-6c21-4458-b9e6-710f07c01f0a · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.143163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:d6ce363dfe46141df16e962b1e57fcc9f0b3b98e058246b6133680ca749001bc

Observation 210424cf-b13a-4b05-8e99-fac6ab9f8988 · outbound

This paper cites Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-05-24T19:29:50.953846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:82c8594e3ceea6cd1d70c23618bd85268533ca8950b356b36da3dcc816170999

Observation 1c715955-56c3-4d5f-8dc1-e4823ec442ce · outbound

This paper cites Springer, C.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Springer, C

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T19:29:52.139365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:e2f142cddd23955e8aead0bb45203d482cf99097e0ddecf5d7ae98623ac43e0a

Observation 0fb82e4b-a302-48d0-a54d-d530a2f35b8d · outbound

This paper cites As-Rigid-As- Possible Deformation of Gaussian Radiance Fields.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications As-Rigid-As- Possible Deformation of Gaussian Radiance Fields

Reference 34

Resolution
malformed identifier
doi_truncated, observed 2026-05-24T19:29:50.792549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:32c8c378fa04b6504621a2a57b1e7b9690600648794f3235ea158d279f106db3

Observation bacd3f33-ffc3-4177-bae3-d7b005f7bb5b · outbound

This paper cites Wasserstein Auto-Encoders.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Wasserstein Auto-Encoders

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-24T19:29:50.934844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:971163946e6809533149ebbf76d4fc2e2db3498b5f9b3b2de8544805bc80cb92

Observation b0bce663-98bb-4d6f-93bd-8824c66cea7c · outbound

This paper cites Van Essen, H.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Van Essen, H

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T19:29:52.135441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation 251d4809-93f3-49f5-9ab8-b31f3a66ca95 · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.131565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation ec1d6ab0-6af8-499c-8ec9-c90f9adc6409 · outbound

This paper cites Understanding Neural Networks Through Deep Visualization.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Understanding Neural Networks Through Deep Visualization

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-05-24T19:29:50.941947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-24T19:27:00.286138Z digest=sha256:62dcf83424641004cb6cd6bd08cde2a2885679dd5eb231878f700b9bd053c13d

Observation fffe96ef-75f5-4e46-bf28-4a751e466d69 · outbound

This paper cites an unresolved cited work.

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-05-24T19:29:52.127849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Pith citing papers

No inbound Pith citation observations are available.