Paper Citation Record · LEDGER

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency

As of 23 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 1 inbound Pith citation observation for arXiv:2412.13229.

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

pith.paper-citation-record.v1
2412.13229 v2

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:45:34.772135Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:45:34.582433Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-11T13:45:34.915918Z

Reference resolution

53 of 53 outbound references displayed

verified exact1
verified fuzzy8
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e660cdba-99ac-4741-9ccd-0c89f3ce7a1b · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T13:45:34.381168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5480d6a-23e4-4030-9092-20ca1c07223d · outbound

This paper cites write newline.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T13:45:34.390222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c500a1b-632a-456c-a707-576b073125a6 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:36.327071Z

Source-reported events for the cited work

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Observation 6bd00db3-fa74-47fc-a6d2-d4fdb01ad322 · outbound

This paper cites The Second International Verification of Neural Networks Competition (VNN-COMP 2021): Summary and Results.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency The Second International Verification of Neural Networks Competition (VNN-COMP 2021): Summary and Results

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T13:45:34.404785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32dc2fc3-96d5-4d97-bc48-953b450f3fbb · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:36.291305Z

Source-reported events for the cited work

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Observation dec7a72c-cca0-40c6-b624-c3a2d834ee47 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:36.261108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 31fc1376-550d-4787-a113-68d2702ea97f · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:36.222911Z

Source-reported events for the cited work

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Observation bf81f089-d025-4003-94ee-cce9353a48bf · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:36.191148Z

Source-reported events for the cited work

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Observation 980cc218-22c6-4b42-b188-3aace1cbabfa · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:36.163960Z

Source-reported events for the cited work

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Observation 1817f20c-e410-46c4-8c22-0647856f156b · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:36.132763Z

Source-reported events for the cited work

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Observation 8c08dd65-48c1-4da4-a970-725834ccef2e · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:36.095178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f9b97058-6c23-4167-a084-009dfd9b9ff4 · outbound

This paper cites IBP Regularization for Verified Adversarial Robustness via Branch-and-Bound.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency IBP Regularization for Verified Adversarial Robustness via Branch-and-Bound

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T13:45:34.472907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63ba634b-114e-4ef1-a73f-c305ebf25c5a · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:36.067281Z

Source-reported events for the cited work

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Observation 13aa3aa3-2500-492d-8f62-6161178843c8 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T13:45:34.487252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 331d3241-061a-4f8e-af23-1f81379a6e48 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:36.016886Z

Source-reported events for the cited work

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Observation be6e2e08-2ded-475c-a657-44efcf96b5c2 · outbound

This paper cites On the Effectiveness of Interval Bound Propagation for Training Verifiably Robust Models.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency On the Effectiveness of Interval Bound Propagation for Training Verifiably Robust Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T13:45:34.500647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21fe9255-1e23-4236-8c6b-943006da697e · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.972347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 002708c5-a830-484b-b194-b7aca13be690 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.929779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9ec8a595-94ab-4efa-b98e-cfe75f9d98fd · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.893167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 94da715c-4222-46b8-927f-921e78341ad8 · outbound

This paper cites D.; Kochenderfer, M.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency D.; Kochenderfer, M

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:45:35.859033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 73505075-0485-4b8b-9b64-57a4f5bea8b1 · outbound

This paper cites L.; Julian, K.; and Kochenderfer, M.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency L.; Julian, K.; and Kochenderfer, M

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:45:35.827646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1e29564f-c6be-4a51-be11-02664dd65f3d · outbound

This paper cites A.; Ibeling, D.; Julian, K.; Lazarus, C.; Lim, R.; Shah, P.; Thakoor, S.; Wu, H.; Zeljic, A.; Dill, D.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency A.; Ibeling, D.; Julian, K.; Lazarus, C.; Lim, R.; Shah, P.; Thakoor, S.; Wu, H.; Zeljic, A.; Dill, D

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3b0de6af-e946-4056-a13c-531c8d1c29f0 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 23

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Source-reported events for the cited work

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Observation 416449ef-ee96-4397-b60c-9085e38c9880 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T13:45:34.567560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0802dce4-da2b-49b7-ae90-832c11a1f6ba · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.704982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 17540d9b-9f6d-4e62-b4cf-adcba8a45343 · outbound

This paper cites Training Verification-Friendly Neural Networks via Neuron Behavior Consistency.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Training Verification-Friendly Neural Networks via Neuron Behavior Consistency

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:45:34.928282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 62246c5b-6c92-4104-be67-ebb98f9a836b · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.673085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8dc08f4a-f0b4-4aa6-86ff-407f537c4d7b · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.640071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 69f481c7-d53f-4763-b11a-12bba393f7c6 · outbound

This paper cites The Third International Verification of Neural Networks Competition (VNN-COMP 2022): Summary and Results.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency The Third International Verification of Neural Networks Competition (VNN-COMP 2022): Summary and Results

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T13:45:34.606896Z

Source-reported events for the cited work

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Observation e4e34864-b4f1-4bf6-aaef-8823e6fa1e37 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.596355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 149559e2-dd47-46f0-972a-b9c6030ec97b · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.567061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f53f2c69-3912-4780-bdb7-a9ff78b11078 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.540913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 80bd59f7-8ca3-4ace-a475-de18f35ef67f · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.512895Z

Source-reported events for the cited work

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Observation df447b0c-3cd8-4673-b224-9cdcea899a5a · outbound

This paper cites Y.; and Tedrake, R.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Y.; and Tedrake, R

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:45:35.492257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c6392c5f-25b4-44d3-8588-f8fd3a70c9d9 · outbound

This paper cites V.; Xiang, W.; Bak, S.; and Johnson, T.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency V.; Xiang, W.; Bak, S.; and Johnson, T

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:45:35.467430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 10338047-b606-490f-a307-d8072609e3b6 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.439643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5acefa06-57bf-45a0-960a-ff49c7ddd167 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.413721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a5f65baa-4a37-4408-b3f1-592a5851920e · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.387926Z

Source-reported events for the cited work

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Observation 4cc73ed3-d19a-47af-9f9f-d03c95b68daa · outbound

This paper cites Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Reference 39

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Source-reported events for the cited work

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Observation 746b1887-76ec-475e-8f2f-e70cb2b3d4ed · outbound

This paper cites Y.; Tjeng, V.; Shafiullah, N.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Y.; Tjeng, V.; Shafiullah, N

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:45:35.361960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 58a8061c-2e77-4413-ab7a-b573eab62982 · outbound

This paper cites J.; Duong, H.; and Dwyer, M.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency J.; Duong, H.; and Dwyer, M

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:45:35.340161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 339031d5-b987-4341-bc06-e1575a21d8c5 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.316781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 418923c9-2353-40b4-a9c1-0974a7ef9c85 · outbound

This paper cites Towards Stable and Efficient Training of Verifiably Robust Neural Networks.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Towards Stable and Efficient Training of Verifiably Robust Neural Networks

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T13:45:34.699983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2792298a-3724-4e02-b39f-c274fa67db7b · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.284760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7e24260c-2a4a-4c6b-b895-2eeaaf7c2560 · outbound

This paper cites P.; Ghaoui, L.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency P.; Ghaoui, L

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:45:35.257787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0ed97894-3841-4139-a882-fc462c6e568a · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.228685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3269e9f3-1f5a-49fe-a819-01ec6e675cf6 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.203815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 43b12340-27c8-466d-9679-eca0d6ad1fa4 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.171506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3ecfa54d-0d64-4afa-9380-d65e61420263 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.143985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 44f2cd24-79f1-46a9-9ce3-71637f4059f0 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.119329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 672b393a-1b1a-462b-a1b9-fbea9be17040 · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.081047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 31b6af79-70ce-4c06-a2c0-f6a8556d29df · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.052661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c7f63485-86b5-47bc-a9ad-8d2abc8de2cb · outbound

This paper cites an unresolved cited work.

Training Verification-Friendly Neural Networks via Neuron Behavior Consistency Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:45:35.023962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 17540d9b-9f6d-4e62-b4cf-adcba8a45343 · inbound