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Paper Citation Record · LEDGER

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise

As of 18 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 1 inbound Pith citation observation for arXiv:2504.12856.

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

pith.paper-citation-record.v1
2504.12856 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:25:55.227923Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:58:18.821927Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T22:58:19.588014Z

Reference resolution

30 of 30 outbound references displayed

  • verified exact0
  • verified fuzzy22
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b9d9c3fc-f214-4c30-b8b5-7c8f2da42d9b · outbound

This paper cites Deep industrial image anomaly detection: A survey,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Deep industrial image anomaly detection: A survey,

Reference 1

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raw_fallback, observed 2026-08-16T12:25:55.730399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 4c9e6576-8794-4c01-9192-d9d782abdf9d · outbound

This paper cites A survey on industrial anomalies synthesis,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise A survey on industrial anomalies synthesis,

Reference 2

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no resolver link, observed 2026-08-16T12:25:55.104300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:25:55.104300Z digest=sha256:7ff002ee3b4abe8cd68d8b556be9fce215200602529a5c68d1165964bad72f8e

Observation b7e13e6f-7182-4708-b8cd-063e3ed0633d · outbound

This paper cites Anomalycontrol: Few-shot anomaly generation by controlnet inpainting,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Anomalycontrol: Few-shot anomaly generation by controlnet inpainting,

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-16T12:25:55.716866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation bcfce0c7-b1db-4ca6-a024-718bb098bb4d · outbound

This paper cites Anomalyxfusion: Multi-modal anomaly synthesis with diffusion,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Anomalyxfusion: Multi-modal anomaly synthesis with diffusion,

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-16T12:25:55.703217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.115286Z digest=sha256:5466bf16f5e5ba6c4d8b7e2a2e40cf40de92cf42b4550b49127d68198148eb05

Observation 756f8cfa-7d29-451f-a914-6e10206d0b22 · outbound

This paper cites Anomalydiffusion: Few-shot anomaly image generation with diffusion model,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Anomalydiffusion: Few-shot anomaly image generation with diffusion model,

Reference 5

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raw_fallback, observed 2026-08-16T12:25:55.689865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.125255Z digest=sha256:a1c6736477c444bf4b4e16980f69e388000f6c5bcf29058220295c3d4d615046

Observation b8d484c5-e779-4725-aa4f-bc87312abd4a · outbound

This paper cites Cagen: Controllable anomaly generator using diffusion model,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Cagen: Controllable anomaly generator using diffusion model,

Reference 6

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raw_fallback, observed 2026-08-16T12:25:55.676467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 7dae0160-f9e5-4c6b-aa23-521093064c54 · outbound

This paper cites Dualanodiff: Dual-interrelated diffusion model for few-shot anomaly image generation,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Dualanodiff: Dual-interrelated diffusion model for few-shot anomaly image generation,

Reference 7

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raw_fallback, observed 2026-08-16T12:25:55.663393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation cd5ec65c-75bc-4ed6-9359-cd544358a710 · outbound

This paper cites Unseen Visual Anomaly Generation.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Unseen Visual Anomaly Generation

Reference 8

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no resolver link, observed 2026-08-16T12:25:55.138700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:25:55.138700Z digest=sha256:87a4351a92235027334c0c43ae96bdeacc6a8428ed9de1df5e6ca28d310e0f35

Observation 8eff8b91-7b22-4ee1-a74b-6eddab47c703 · outbound

This paper cites Anomalyclip: Object- agnostic prompt learning for zero-shot anomaly detection,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Anomalyclip: Object- agnostic prompt learning for zero-shot anomaly detection,

Reference 9

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raw_fallback, observed 2026-08-16T12:25:55.649291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.143130Z digest=sha256:eecda6b18d010f74148d377a17316b169b8ad382388d652a8172223f64ee02e1

Observation ba093901-2eae-4c5b-8cdd-807678bb53be · outbound

This paper cites Winclip: Zero-/few-shot anomaly classification and segmentation,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Winclip: Zero-/few-shot anomaly classification and segmentation,

Reference 10

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raw_fallback, observed 2026-08-16T12:25:55.635144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 5fd857bb-24c0-4600-97c6-55449bc8ec15 · outbound

This paper cites Clip3d-ad: Extending clip for 3d few-shot anomaly detection with multi-view images generation,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Clip3d-ad: Extending clip for 3d few-shot anomaly detection with multi-view images generation,

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-16T12:25:55.621832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation df1c0df9-a712-4ca8-8afb-d0e521553c8e · outbound

This paper cites Pointad: Comprehending 3d anomalies from points and pixels for zero-shot 3d anomaly detec- tion,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Pointad: Comprehending 3d anomalies from points and pixels for zero-shot 3d anomaly detec- tion,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:25:55.607615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.161067Z digest=sha256:baca3933336ac0366b9838e8d1a9a1be2e0b739745de4f04c5a4ee8ccb37cb52

Observation 6c4ceb7c-ccde-4423-b0bb-d37588bb140b · outbound

This paper cites CLIP3D-AD: Extending CLIP for 3D Few-Shot Anomaly Detection with Multi-View Images Generation.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise CLIP3D-AD: Extending CLIP for 3D Few-Shot Anomaly Detection with Multi-View Images Generation

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:25:55.156300Z digest=sha256:1ec5b12ff9bc8f3ef5e3f5c476bfa19488cb95710d6660007e05ef2a93b3ce6f

Observation d0d8fb91-0e1b-48b3-8987-e376527ed0a8 · outbound

This paper cites CutPaste: Self-Supervised Learning for Anomaly Detection and Localization.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise CutPaste: Self-Supervised Learning for Anomaly Detection and Localization

Reference 14

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no resolver link, observed 2026-08-16T12:25:55.169336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:25:55.169336Z digest=sha256:28e01b52321f9565860189a4a1379adbf6201b344b9e90547460db1077ee5499

Observation eabc4660-2d3e-4c6c-842d-5e6611020403 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Learning transferable visual models from natural language supervi- sion,

Reference 15

Resolution
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raw_fallback, observed 2026-08-16T12:25:55.593045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.165062Z digest=sha256:d84379000a05efbe8fc11719c4fb5545a72cc0c0a00105202d03fc6462dd088a

Observation 10cd57a3-8d94-4d6e-8f41-b109c30fd64e · outbound

This paper cites 3d vision-based anomaly detection in manufacturing: A survey,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise 3d vision-based anomaly detection in manufacturing: A survey,

Reference 16

Resolution
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raw_fallback, observed 2026-08-16T12:25:55.579804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.178164Z digest=sha256:78d22ecbef5ae364760cffebd2807f95a265aaf5120b6a4b9bd892920afdb684

Observation 8ead7906-faca-4b0d-bcac-573101f7debd · outbound

This paper cites G$^{2}$SF-MIAD: Geometry-Guided Score Fusion for Multimodal Industrial Anomaly Detection.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise G$^{2}$SF-MIAD: Geometry-Guided Score Fusion for Multimodal Industrial Anomaly Detection

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:25:55.173719Z digest=sha256:85b45515cdb5632b880d67e5243b2d4d2394cac34b2a1a2c4ab90c8edbf8c03c

Observation 357acd7f-8511-4b04-a246-a49c529b94e6 · outbound

This paper cites DAS3D: Dual-modality Anomaly Synthesis for 3D Anomaly Detection.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise DAS3D: Dual-modality Anomaly Synthesis for 3D Anomaly Detection

Reference 18

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no resolver link, observed 2026-08-16T12:25:55.186294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:25:55.186294Z digest=sha256:e17a77166c3e5b7f7cafcad0f163779299e08fb669bfe84c00d1ca5b3c657a15

Observation cb16a540-1118-412d-9b12-93f81cff7f30 · outbound

This paper cites Keep dræming: Discriminative 3d anomaly detection through anomaly simulation,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Keep dræming: Discriminative 3d anomaly detection through anomaly simulation,

Reference 19

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raw_fallback, observed 2026-08-16T12:25:55.565653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.182112Z digest=sha256:d60c71e34b018136d445d9cff4ed6dcd66e704ce50e488875c9ebcbbd324dfb7

Observation ca2142bf-7aac-4199-849d-78cb4fd58055 · outbound

This paper cites R3d-ad: Reconstruction via diffusion for 3d anomaly detection,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise R3d-ad: Reconstruction via diffusion for 3d anomaly detection,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:25:55.552486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.195242Z digest=sha256:ca0fac5ca93580fbcdf74cc510332226368b1862143444bfd80bee7d69bb1993

Observation 3ebca26e-79ab-49e5-9630-c103de4c1083 · outbound

This paper cites PO3AD: Predicting Point Offsets toward Better 3D Point Cloud Anomaly Detection.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise PO3AD: Predicting Point Offsets toward Better 3D Point Cloud Anomaly Detection

Reference 21

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no resolver link, observed 2026-08-16T12:25:55.190585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:25:55.190585Z digest=sha256:d5bcdd6b4a50b2ac4020c4502abf249a868bf81594c9e8a8a45258a93de6f8fd

Observation 5e507b9e-4590-4213-9eb4-30acd207a678 · outbound

This paper cites Reconstruction by inpainting for visual anomaly detection,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Reconstruction by inpainting for visual anomaly detection,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:25:55.524392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.203564Z digest=sha256:c076c8062266656006d9840374c3008f5a35ad7eb3ce3a876565aa316b39e857

Observation 8a3a8222-5130-49f6-97f8-1bce3711408c · outbound

This paper cites Natural synthetic anomalies for self-supervised anomaly detection and localization,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Natural synthetic anomalies for self-supervised anomaly detection and localization,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:25:55.538321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.199485Z digest=sha256:4804598f816d7ccd3f01cd1ce2205404b0259fc1551e6220684b6cf382f626aa

Observation 704de483-48c0-4d5a-aef0-99033720a214 · outbound

This paper cites Simplenet: A simple network for image anomaly detection and localization,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Simplenet: A simple network for image anomaly detection and localization,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:25:55.495075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.211661Z digest=sha256:5d15550e21967c851bd3cce5f6dab8afb968f5b62520bbe2888b3baf9ad04a14

Observation a37613d3-36c8-4c39-8b1e-757638a3b4b0 · outbound

This paper cites Progressive bound- ary guided anomaly synthesis for industrial anomaly detection,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Progressive bound- ary guided anomaly synthesis for industrial anomaly detection,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:25:55.510582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.207516Z digest=sha256:34b3fbb5e09e7f68d4ba37059a802cdcfea0e379d924a233598ba086c215ea97

Observation 74586faa-752a-4d90-a380-566f06b7da46 · outbound

This paper cites Realnet: A feature selection net- work with realistic synthetic anomaly for anomaly detection,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Realnet: A feature selection net- work with realistic synthetic anomaly for anomaly detection,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:25:55.467412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.220041Z digest=sha256:9a658dc0cdbd043e9bd3e9bc28170640c79c995a1d78e26d1912b1114194c275

Observation 8df78ba8-16b0-40f8-8bb3-9d81512c755a · outbound

This paper cites Defect-gan: High-fidelity defect synthesis for automated defect inspection,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Defect-gan: High-fidelity defect synthesis for automated defect inspection,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:25:55.481390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.215638Z digest=sha256:14e4a8cb74a36b630b0c2c46cc26883bd8c44d4f55f1864502fc82e254809a90

Observation f83db37e-a94d-4bc2-bc95-4502606f81f3 · outbound

This paper cites Towards scalable 3d anomaly detection and localization: A benchmark via 3d anomaly synthesis and a self-supervised learning network,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Towards scalable 3d anomaly detection and localization: A benchmark via 3d anomaly synthesis and a self-supervised learning network,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:25:55.438852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.227923Z digest=sha256:59c8b06c4ebbdddc19acc0f22dd77d5c74520edcb29c02c241d5aac7d15e3318

Observation d1a6c14c-e1a1-4fb0-8aa9-97bc82de93b7 · outbound

This paper cites The mvtec 3d- ad dataset for unsupervised 3d anomaly detection and localization,.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise The mvtec 3d- ad dataset for unsupervised 3d anomaly detection and localization,

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-16T12:25:55.453358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T12:25:55.224049Z digest=sha256:b264459db7b75c3654e9c27499afc908c60ae6f24ddf1968bc1fbd21f8f53525

Observation 48673a4f-642e-4c2d-a0a6-081f831f686e · outbound

This paper cites AnomalyXFusion: Multi-modal Anomaly Synthesis with Diffusion.

3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise AnomalyXFusion: Multi-modal Anomaly Synthesis with Diffusion

Reference 2024

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no resolver link, observed 2026-08-16T12:25:55.120391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:25:55.120391Z digest=sha256:b66bb73ba3a4cc3390a24f2dfb704a5b60a5fc3874605bd653f84becb27c7f8a

Pith citing papers

Observation 433d82e3-3199-48f2-a964-fd40fcf84d81 · inbound

Examining the Source of Defects from a Mechanical Perspective for 3D Anomaly Detection cites this paper.

Examining the Source of Defects from a Mechanical Perspective for 3D Anomaly Detection 3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise

Reference 40

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local_arxiv, observed 2026-08-15T22:58:19.648339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:58:18.821927Z digest=sha256:f7f01b1f970bdbd37312f3f06623e7b23b745049e820b4c0a437505a9bf2ec4e