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Paper Citation Record · LEDGER

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding

As of 22 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 2 inbound Pith citation observations for arXiv:2411.16217.

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

pith.paper-citation-record.v1
2411.16217 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T13:28:59.536366Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:15:02.124035Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T07:35:57.113563Z

Reference resolution

31 of 31 outbound references displayed

  • verified exact0
  • verified fuzzy28
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b4f38836-6da2-43d9-ba2f-1d254e911e65 · outbound

This paper cites Hair: Hypernetworks-based all-in-one image restora- tion, 2024.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Hair: Hypernetworks-based all-in-one image restora- tion, 2024

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:29:00.011901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.409386Z digest=sha256:7570b0528ae5cf1d4264e3799b9938580f1ea0d880107def921c188bec17c268

Observation 877abe74-d3d5-4b39-845f-b27bd853d577 · outbound

This paper cites Hinet: Half instance normalization network for image restoration.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Hinet: Half instance normalization network for image restoration

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.996673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.414945Z digest=sha256:543899252d91f114732e2ce1431e8da872b96a1e7b43d48b642a7bd7abb9aa6a

Observation 68181bd6-31e0-44d7-8e8d-9cf8e41853e1 · outbound

This paper cites SnowFormer: Context Interaction Transformer with Scale-awareness for Single Image Desnowing.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding SnowFormer: Context Interaction Transformer with Scale-awareness for Single Image Desnowing

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-12T13:28:59.419730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T13:28:59.419730Z digest=sha256:2b707a0cb18f208b5a6ba28fc2b3891cad6908d8231e72eccc83f155879b17a4

Observation e1b57d40-e7d8-407d-bc9c-dd6f6a777c48 · outbound

This paper cites Uncertainty-driven dynamic degradation perceiving and background modeling for effi- cient single image desnowing.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Uncertainty-driven dynamic degradation perceiving and background modeling for effi- cient single image desnowing

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.981760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.425094Z digest=sha256:227d9d033945d11f3e05ec1b272978e6c809c032dcd7b847ec38301b922d534c

Observation c26f7e69-56e4-4d5e-abad-155b0cbdf9d7 · outbound

This paper cites All snow re- moved: Single image desnowing algorithm using hierarchi- cal dual-tree complex wavelet representation and contradict channel loss.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding All snow re- moved: Single image desnowing algorithm using hierarchi- cal dual-tree complex wavelet representation and contradict channel loss

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.966345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.430055Z digest=sha256:79b8625c47e958b51e28c8c1d157f466fafc14f5ced4e0640c5235bef1381f8f

Observation f22d2905-3d2a-48dc-a802-77e840039bf6 · outbound

This paper cites Hybrid cnn-transformer feature fusion for single image deraining.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Hybrid cnn-transformer feature fusion for single image deraining

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.951348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.434910Z digest=sha256:cc60faa10f96d4d1c8c6321bf81b998c1069818f789ab5a38a4dbf58c2d15ca1

Observation 4cf58a62-92bb-45b7-9f80-4ecb08a561b4 · outbound

This paper cites Dea-net: Single image dehazing based on detail-enhanced convolution and content-guided attention.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Dea-net: Single image dehazing based on detail-enhanced convolution and content-guided attention

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.936611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.439833Z digest=sha256:8b798c47f055d455300c5f8641666c56a20d8001cb4ceef70b296dcf5d4f1092

Observation bbc5c5e4-ee1d-4ece-9c27-7a02843dd930 · outbound

This paper cites Image restoration via frequency selection.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Image restoration via frequency selection

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.921562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.444225Z digest=sha256:70e46ffa72d95f990f42c8eea591bf5d4172b7216bd76f0eca1cc9245e537c63

Observation ae769486-fd72-4fbd-9e4f-29e950e9f54f · outbound

This paper cites Revitalizing convolutional network for image restoration.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Revitalizing convolutional network for image restoration

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.905679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.448491Z digest=sha256:00ccaf786060e95b8c43a1e6cc7e29ca510d2e13b2e7bcca556dbcce2e30de21

Observation 7aa4646a-da86-4878-983f-2790f762cf25 · outbound

This paper cites Omni-kernel net- work for image restoration.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Omni-kernel net- work for image restoration

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.890743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.452175Z digest=sha256:d77a9b43e902691cdf00a9dba1ee583209fc771abb6b5ee726781503e8242903

Observation 310c331f-b951-4754-8c50-3791982f413e · outbound

This paper cites Real-world mobile image denoising dataset with efficient baselines.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Real-world mobile image denoising dataset with efficient baselines

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.876524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.456108Z digest=sha256:7f0042a8ae8ce31d789f0fbe87aad7307596d7796b91c737b587e1d17d506f97

Observation 23407dee-3bd9-483b-b40c-cdf5333263da · outbound

This paper cites Mambair: A simple baseline for im- age restoration with state-space model.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Mambair: A simple baseline for im- age restoration with state-space model

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.862306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.459533Z digest=sha256:5eb27c5b36e62c038aea5f51ae6c6b89e7d08b485b03786a1d02eb4a07667da1

Observation 21328965-37c5-4287-aab4-e1b1812597cc · outbound

This paper cites Linear com- binations of patches are unreasonably effective for single- image denoising.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Linear com- binations of patches are unreasonably effective for single- image denoising

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.847881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.463187Z digest=sha256:7310a5b85fcc0a21f1a1943e9ffe7cd18a57848de8b5249a4741c522857040ec

Observation 6f5765f4-f969-42c0-a363-8ff252e72eae · outbound

This paper cites Fmrnet: Image deraining via frequency mutual revision.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Fmrnet: Image deraining via frequency mutual revision

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.833620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.466910Z digest=sha256:c4436b0e71048e8175342d2a5937e620cde4f0acfcaff448eddef5afac9d2cdb

Observation 02ab28e4-3b83-4704-bf16-ba9e274dd4b0 · outbound

This paper cites All-in-one image restoration for unknown corruption.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding All-in-one image restoration for unknown corruption

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.818955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.470397Z digest=sha256:9ea231961d420b4ca5d839f13a6abc45294c3852db7331da695b47ddc2353b30

Observation ee141168-66e8-471b-9c76-a1e3a8bf24d1 · outbound

This paper cites Nightrain: Nighttime video deraining via adaptive-rain-removal and adaptive-correction.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Nightrain: Nighttime video deraining via adaptive-rain-removal and adaptive-correction

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.804052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.473916Z digest=sha256:79a9a22d1ebcfbba85461a60088778dd11788d27b224a99738d490108b978f27

Observation 00243fb0-2d26-4bfc-a069-8f43d5dc7238 · outbound

This paper cites Improving image restoration through removing degradations in textual repre- sentations.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Improving image restoration through removing degradations in textual repre- sentations

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.788805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.477496Z digest=sha256:a4ded643cb31ebae7cb9fc28556f32fe52021f44afc352db352da159cafee033

Observation 0dd7f739-cb7a-4021-8ec0-792e4722900f · outbound

This paper cites Promptir: Prompting for all-in- one image restoration.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Promptir: Prompting for all-in- one image restoration

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.774012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.481123Z digest=sha256:20aca467b908735eb389a5e9081883a9cc48fab9148760456f5653085fd77dd4

Observation 8dde316c-5c54-4666-b4d5-56fe3d994b74 · outbound

This paper cites Mobilenetv2: Inverted residuals and linear bottlenecks.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Mobilenetv2: Inverted residuals and linear bottlenecks

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-12T13:28:59.484658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T13:28:59.484658Z digest=sha256:7dd8f54b41efd1a2f79258ac38cb1023de5f30f562b7e249c6c7268bc953c15d

Observation c355fbba-f8cb-45ac-a16a-ef0a749baaae · outbound

This paper cites Transweather: Transformer-based restoration of im- ages degraded by adverse weather conditions.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Transweather: Transformer-based restoration of im- ages degraded by adverse weather conditions

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.749021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.488857Z digest=sha256:f70de0ab2b5a7737ce4cc927b4d8d1136426a8b5d9c137bade5ea1bb2fd2cab0

Observation 2b777f85-82ae-4d12-bdbf-e870f650a199 · outbound

This paper cites Promptre- storer: A prompting image restoration method with degrada- tion perception.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Promptre- storer: A prompting image restoration method with degrada- tion perception

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.732602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.493352Z digest=sha256:44dd83207c353c620505c9859d5e76639df3ac8e2ae5cc284070d1035d7ba220

Observation 7f2fd5ad-bf79-4d71-a323-1e818b296dac · outbound

This paper cites Multi-scale fusion and decom- position network for single image deraining.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Multi-scale fusion and decom- position network for single image deraining

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.718296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.497692Z digest=sha256:138f682011720e1ddb8bdb188240d1f588d99893d5792dc8ec276574b9abfd0e

Observation c857adb5-7200-4a8a-b715-586198cb05ac · outbound

This paper cites Deep joint rain detection and removal from a single image.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Deep joint rain detection and removal from a single image

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.703510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.501964Z digest=sha256:4ce73ae7d0afa72611303b767892b0d3b2abeb37a0e3fd8ac5f210d8e8a5d1c6

Observation dc023b8e-893f-43fd-b8df-c2a8541229a9 · outbound

This paper cites Multi-label classification with label-specific feature generation: A wrapped approach.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Multi-label classification with label-specific feature generation: A wrapped approach

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.690280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.506213Z digest=sha256:d6520b9023a21bc9450f8eff2415c5083d6ed3a17c6114a3e4f7e2436e77f2be

Observation 99af1334-c49d-4ee1-bb8e-d59562a8c257 · outbound

This paper cites Multi-stage progressive image restoration.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Multi-stage progressive image restoration

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.675858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.510455Z digest=sha256:1220f7f5f97a097aaf0adcb73f764ee0e940759050bcfbdf5b201f883d34c893

Observation c7d3b4a0-0a1c-495a-a273-80cab1d4a1fc · outbound

This paper cites Restormer: Efficient transformer for high-resolution image restoration.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Restormer: Efficient transformer for high-resolution image restoration

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-12T13:28:59.514769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T13:28:59.514769Z digest=sha256:5559bb9a05dadef6d2821c066c7aaa855740b0b72762f0f8de32d95f8228ac4f

Observation 05acefbf-8e19-409f-aa3e-ea131ac04cb6 · outbound

This paper cites Hcsd-net: Single image desnowing with color space transformation.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Hcsd-net: Single image desnowing with color space transformation

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.650001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.519259Z digest=sha256:b100c166d469a0d0ad2961254d725a9eabf01ff932f84c0eb60563cc41496f0d

Observation 0c16012d-7b8d-4887-8bc9-8d1ce02e3aff · outbound

This paper cites Stripe sensi- tive convolution for omnidirectional image dehazing.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Stripe sensi- tive convolution for omnidirectional image dehazing

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.634722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.523563Z digest=sha256:845e7dd3da7247ff2e28c7979b733bd1cfbe6cdf933fb7d9d8db31c346b38a0c

Observation b4938a9f-bbfc-4230-8a46-30e25a47873c · outbound

This paper cites Adapt or perish: Adaptive sparse transformer with attentive feature refinement for image restoration.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Adapt or perish: Adaptive sparse transformer with attentive feature refinement for image restoration

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.619684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.527943Z digest=sha256:2593f0d55534a76675b9a018d5a7c9a7ba5bab5545eb8e28db6a7db0bbd4ca7b

Observation 5c9d5857-bd12-432e-9293-7800cd8676b0 · outbound

This paper cites Uc-former: A multi-scale image deraining network using enhanced transformer.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Uc-former: A multi-scale image deraining network using enhanced transformer

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.603809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.532168Z digest=sha256:6082e0101beb4a641afdebc798b1fd144ebcdda805d6b833afac3f1d13d94c2b

Observation e4d79657-9842-4473-b273-713e42c0550a · outbound

This paper cites Uc-former: A multi-scale image deraining network using enhanced transformer.

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Uc-former: A multi-scale image deraining network using enhanced transformer

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:28:59.588779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T13:28:59.536366Z digest=sha256:087939af4f21f572c6746a0f58ec737750bf062010e441cc93a5f5231d6df51a

Pith citing papers

Observation 6f94207d-e7a3-4289-b984-1f7e8642887b · inbound

VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG cites this paper.

VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:15:50.130869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-10T19:15:02.124035Z digest=sha256:fbea2809ff565064028cd37182246b29d35b7c51ac6fe129c36f8060ed4afc99

Observation efab7ea6-5e94-4678-8c2d-9189de9573ae · inbound

Compositional-Degradation UAV Image Restoration: Conditional Decoupled MoE Network and A Benchmark cites this paper.

Compositional-Degradation UAV Image Restoration: Conditional Decoupled MoE Network and A Benchmark Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-11T07:35:57.117581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-10T17:07:35.968560Z digest=sha256:9fc970f70936eb01e0bfb9f78bc574f573a2b651b1fcec0fff6fe33d2363db12