Paper Citation Record · LEDGER

Controlling Vision-Language Models for Multi-Task Image Restoration

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 44 inbound Pith citation observations for arXiv:2310.01018.

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

pith.paper-citation-record.v1
2310.01018 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 44 of 44 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 44 of 44 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:29:49.188036Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T00:09:15.068867Z

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External citation measurements

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Outbound references

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Pith citing papers

Observation 14411826-d7c5-4a33-8b37-7e253d5548c2 · inbound

GenDeg: Diffusion-based Degradation Synthesis for Generalizable All-In-One Image Restoration cites this paper.

GenDeg: Diffusion-based Degradation Synthesis for Generalizable All-In-One Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T11:54:35.728207Z

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Observation 21b411e0-8d19-45da-9bdc-a546b2eaa056 · inbound

Adaptive Blind All-in-One Image Restoration cites this paper.

Adaptive Blind All-in-One Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T11:17:47.778800Z

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Observation 0d52df6d-ae9f-4eed-a888-df8131c7fde0 · inbound

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration cites this paper.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-12T04:57:58.573907Z

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Observation bdc8f040-9034-4230-9d69-225183785bb0 · inbound

Controlling the Latent Diffusion Model for Generative Image Shadow Removal via Residual Generation cites this paper.

Controlling the Latent Diffusion Model for Generative Image Shadow Removal via Residual Generation Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T23:41:15.416031Z

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Observation 06c314e1-d65b-47e5-bac6-3007b0f0cbf3 · inbound

MetaShadow: Object-Centered Shadow Detection, Removal, and Synthesis cites this paper.

MetaShadow: Object-Centered Shadow Detection, Removal, and Synthesis Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 30

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Observation 80ae7d23-8f77-436c-9113-d482f5c9d19a · inbound

LL-ICM: Image Compression for Low-level Machine Vision via Large Vision-Language Model cites this paper.

LL-ICM: Image Compression for Low-level Machine Vision via Large Vision-Language Model Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T22:05:30.842729Z

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Observation e8d200fa-a6ba-4eb1-8210-1bb168e4d17f · inbound

Navigating Image Restoration with VAR's Distribution Alignment Prior cites this paper.

Navigating Image Restoration with VAR's Distribution Alignment Prior Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T23:09:05.585095Z

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Observation 20d5c4f6-1f27-407c-be2d-5c8f97c1288c · inbound

Unpaired Deblurring via Decoupled Diffusion Model cites this paper.

Unpaired Deblurring via Decoupled Diffusion Model Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-09T15:06:08.977814Z

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Observation 79897eeb-7a4d-4b46-ba4a-7551f63f68af · inbound

Toward Generalizable Forgery Detection and Reasoning cites this paper.

Toward Generalizable Forgery Detection and Reasoning Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 72

Resolution: metadata mismatch; arxiv_id, observed 2026-05-22T22:27:12.396187Z

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.

Observation ffb4d78a-5eff-4d9c-ac4b-4ea92b2e1093 · inbound

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model cites this paper.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-05-22T21:22:09.782143Z

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

Observation a584e3a4-3712-4afe-9ed8-4797123b6fad · inbound

VLM-based Prompts as the Optimal Assistant for Unpaired Histopathology Virtual Staining cites this paper.

VLM-based Prompts as the Optimal Assistant for Unpaired Histopathology Virtual Staining Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:49.188036Z

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Observation 287b51ae-1c23-4f46-a763-05d60af8113a · inbound

Dual Prompting Image Restoration with Diffusion Transformers cites this paper.

Dual Prompting Image Restoration with Diffusion Transformers Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:23.811511Z

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Observation 09d30d7c-f4de-4f27-bf95-e7128140066c · inbound

Fast and Accurate Image Restoration and Generation with Rank Enhanced Linear Attention cites this paper.

Fast and Accurate Image Restoration and Generation with Rank Enhanced Linear Attention Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T15:10:06.876766Z

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Observation cd37d5b9-c3bc-407b-bde0-cf5e1ff16d28 · inbound

From Controlled Scenarios to Real-World: Cross-Domain Degradation Pattern Matching for All-in-One Image Restoration cites this paper.

From Controlled Scenarios to Real-World: Cross-Domain Degradation Pattern Matching for All-in-One Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T13:17:15.836386Z

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Observation 31fbe0a6-2eca-4fc3-8ac8-936ac8d5747d · inbound

CLIP-driven rain perception: Adaptive deraining with pattern-aware network routing and mask-guided cross-attention cites this paper.

CLIP-driven rain perception: Adaptive deraining with pattern-aware network routing and mask-guided cross-attention Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T11:50:37.441599Z

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Observation 7e133a95-7559-41d5-aa85-790cc1cc70ef · inbound

PBR-SR: Mesh PBR Texture Super Resolution from 2D Image Priors cites this paper.

PBR-SR: Mesh PBR Texture Super Resolution from 2D Image Priors Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:30.698394Z

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Observation 525865c9-f6a4-47d1-ad3d-6cbd2e735123 · inbound

Demystifying the Visual Quality Paradox in Multimodal Large Language Models cites this paper.

Demystifying the Visual Quality Paradox in Multimodal Large Language Models Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T23:56:38.143039Z

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Observation 7395570e-3065-49ed-88ca-76101b24b71e · inbound

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration cites this paper.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.588082Z

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Observation 277d9af2-fa68-4b15-87b6-cffa7f6093d6 · inbound

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement cites this paper.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:19.967276Z

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Observation 2c657168-e6d9-46fc-914b-1f1fe3e91c3e · inbound

HVI-CIDNet+: Beyond Extreme Darkness for Low-Light Image Enhancement cites this paper.

HVI-CIDNet+: Beyond Extreme Darkness for Low-Light Image Enhancement Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T19:01:42.697231Z

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Observation b7a0d512-d895-4a95-933c-529a9f453c6b · inbound

4KAgent: Agentic Any Image to 4K Super-Resolution cites this paper.

4KAgent: Agentic Any Image to 4K Super-Resolution Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 133

Resolution: unresolved; no resolver link, observed 2026-08-06T18:52:39.100397Z

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Observation 47563b70-ac3d-49bb-b7b2-a8b04ef103ce · inbound

Grounding Degradations in Natural Language for All-In-One Video Restoration cites this paper.

Grounding Degradations in Natural Language for All-In-One Video Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T15:50:45.176690Z

Source-reported events for the cited work

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Observation c4559afe-f196-40b4-85c1-bd0774bc1192 · inbound

Adapting Large VLMs with Iterative and Manual Instructions for Generative Low-light Enhancement cites this paper.

Adapting Large VLMs with Iterative and Manual Instructions for Generative Low-light Enhancement Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-19T03:07:00.122652Z

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.

Observation d76c5b43-58b4-40b3-9fc3-0b699534dcf1 · inbound

Continual Learning-Based Unified Model for Unpaired Image Restoration Tasks cites this paper.

Continual Learning-Based Unified Model for Unpaired Image Restoration Tasks Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T18:02:36.370213Z

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Observation 6641fb01-4fb4-4980-bc4b-a30990232922 · inbound

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement cites this paper.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-06T13:39:36.109104Z

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Observation 38b8b47e-2ec8-4b28-b676-74797f2837ac · inbound

Robust Adverse Weather Removal via Spectral-based Spatial Grouping cites this paper.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T11:40:29.668875Z

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Observation bbca33ec-4bac-435e-9c83-0f9e01f74eb1 · inbound

UniLDiff: Unlocking the Power of Diffusion Priors for All-in-One Image Restoration cites this paper.

UniLDiff: Unlocking the Power of Diffusion Priors for All-in-One Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T10:46:06.714568Z

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Observation 188fe7d3-2c25-43d1-8604-e984fdc20cd9 · inbound

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration cites this paper.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:25.022856Z

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Observation f33d1a0d-bbaa-4426-85a6-5521b623ffdf · inbound

TAP: Parameter-efficient Task-Aware Prompting for Adverse Weather Removal cites this paper.

TAP: Parameter-efficient Task-Aware Prompting for Adverse Weather Removal Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T21:53:30.083209Z

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Observation 9b6a9d47-1d22-4137-90e7-a2c37294ddc2 · inbound

FS-Diff: Semantic guidance and clarity-aware simultaneous multimodal image fusion and super-resolution cites this paper.

FS-Diff: Semantic guidance and clarity-aware simultaneous multimodal image fusion and super-resolution Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-04T19:11:18.749736Z

Source-reported events for the cited work

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Observation bfb4cc1c-6b64-437c-a1c8-ecb1547d355e · inbound

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration cites this paper.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T07:38:49.296893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40c7dacf-4339-4cac-ac87-552112bd5c60 · inbound

TPGDiff: Hierarchical Triple-Prior Guided Diffusion for Image Restoration cites this paper.

TPGDiff: Hierarchical Triple-Prior Guided Diffusion for Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:00:12.939462Z

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.

Observation ef3dc00e-966e-444a-a2ae-1af7eafa7074 · inbound

AccelAes: Accelerating Diffusion Transformers for Training-Free Aesthetic-Enhanced Image Generation cites this paper.

AccelAes: Accelerating Diffusion Transformers for Training-Free Aesthetic-Enhanced Image Generation Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-14T22:14:49.101277Z

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Observation 18fc28c1-857a-4ca6-9f7a-76ee55b5d933 · inbound

PhySe-RPO: Physics and Semantics Guided Relative Policy Optimization for Diffusion-Based Surgical Smoke Removal cites this paper.

PhySe-RPO: Physics and Semantics Guided Relative Policy Optimization for Diffusion-Based Surgical Smoke Removal Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-15T01:23:26.832183Z

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.

Observation e3c8c52e-f731-48f8-b95c-9b8e442db853 · inbound

TIR-Agent: Training an Explorative and Efficient Agent for Image Restoration cites this paper.

TIR-Agent: Training an Explorative and Efficient Agent for Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-13T16:50:50.552104Z

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Observation 4143c4c7-1eb8-4ec1-90de-ef042ada236c · inbound

Degradation-Aware Adaptive Context Gating for Unified Image Restoration cites this paper.

Degradation-Aware Adaptive Context Gating for Unified Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 43

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T16:46:05.776124Z

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.

Observation 4d7f538e-e13b-47e0-89f1-36ed7ab2a7be · inbound

Degradation Frequency Curve: An Explicit Frequency-Quantified Representation for All-in-One Image Restoration cites this paper.

Degradation Frequency Curve: An Explicit Frequency-Quantified Representation for All-in-One Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T13:53:20.011847Z

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.

Observation e3d8f29e-509f-43c5-8fce-b9a49b12e13b · inbound

EvoIR-Agent: Self-Evolving Image Restoration Agentic System via Experience-Driven Learning cites this paper.

EvoIR-Agent: Self-Evolving Image Restoration Agentic System via Experience-Driven Learning Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-22T07:51:16.164749Z

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.

Observation a14f22ce-c9a8-4269-ae9d-5a01d8c78f29 · inbound

EvoIR-Agent: Self-Evolving Image Restoration Agentic System via Experience-Driven Learning cites this paper.

EvoIR-Agent: Self-Evolving Image Restoration Agentic System via Experience-Driven Learning Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-06-30T17:24:57.076326Z

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.

Observation 80da061d-f7c3-496c-88f1-f99cee6c4148 · inbound

SCRIPT: Scalable Diffusion Policy with Multi-stage Training for Language-driven Physics-based Humanoid Control cites this paper.

SCRIPT: Scalable Diffusion Policy with Multi-stage Training for Language-driven Physics-based Humanoid Control Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-25T02:40:14.760605Z

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.

Observation 46f362e9-5562-4a0b-85d7-0015b1464499 · inbound

LL-Bench: Rethinking Low-Level Vision Evaluation in the Era of Large-Scale Generative Models cites this paper.

LL-Bench: Rethinking Low-Level Vision Evaluation in the Era of Large-Scale Generative Models Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-07-01T23:06:20.297831Z

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.

Observation 6d67a9b4-4a10-4982-8964-9a987b1679f0 · inbound

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration cites this paper.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T00:09:15.070933Z

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.

Observation 0365fd25-7dcc-4fb2-b309-a60ed00d13ed · inbound

SpikeRestormer: Towards Energy-Efficient All-in-One Image Restoration via Unified Event Reasoning cites this paper.

SpikeRestormer: Towards Energy-Efficient All-in-One Image Restoration via Unified Event Reasoning Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T09:57:26.044547Z

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Observation 84bee458-9c23-4ca3-9088-c788c758a79a · inbound

SegDem: Segmentation helps Demosaicing cites this paper.

SegDem: Segmentation helps Demosaicing Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T00:45:34.869993Z

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Unavailable: canonical work link unavailable.