Paper Citation Record · LEDGER

Controlling Vision-Language Models for Multi-Task Image Restoration

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 31 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 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 31 of 31 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T15:06:08.977814Z

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 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 2026-08-09T06:31:02.800959+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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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

Source-reported events for the cited work

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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

Source-reported events for the cited work

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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 2026-08-09T06:31:02.800959+00:00.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-09T06:31:02.800959+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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-09T06:31:02.800959+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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Unavailable: canonical work link unavailable.

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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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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Unavailable: canonical work link unavailable.