Paper Citation Record · LEDGER

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

As of 24 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 11 inbound Pith citation observations for arXiv:2504.07148.

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

pith.paper-citation-record.v1
2504.07148 v2

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-22T21:17:15.694349Z

measured 76 of 76 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:52:39.438505Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T20:08:56.577730Z

Reference resolution

65 of 65 outbound references displayed

verified exact15
verified fuzzy49
unresolved0
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4b84d6e9-aec1-4770-9324-51fb90e021bd · outbound

This paper cites Defocus de- blurring using dual-pixel data.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Defocus de- blurring using dual-pixel data

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.263066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5305736b-37c5-4d23-a77f-a3c8304c29b2 · outbound

This paper cites Contour detection and hierarchical image seg- mentation.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Contour detection and hierarchical image seg- mentation

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.369456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 327b6dcc-a036-4dd0-b8a5-754f912003b5 · outbound

This paper cites Retinexformer: One-stage retinex- based transformer for low-light image enhancement.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Retinexformer: One-stage retinex- based transformer for low-light image enhancement

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.255350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1b8f88d9-b4e2-487f-954f-e395e2fb74cb · outbound

This paper cites Restoreagent: Autonomous image restoration agent via multimodal large language models.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Restoreagent: Autonomous image restoration agent via multimodal large language models

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.348141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 57403674-05d5-4e2c-9d07-4db1be26cf76 · outbound

This paper cites Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-22T21:22:09.762472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 49e7f665-2b35-4986-8036-7c0cf3517c6c · outbound

This paper cites Internvl: Scaling up vision foundation mod- els and aligning for generic visual-linguistic tasks.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Internvl: Scaling up vision foundation mod- els and aligning for generic visual-linguistic tasks

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.278157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8688c299-0227-481d-9676-c23fb2a6b0b5 · outbound

This paper cites High- quality image restoration following human instructions.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model High- quality image restoration following human instructions

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.300328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3d4350a1-b8e6-45de-b9ae-b32607af6fe2 · outbound

This paper cites InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-05-22T21:22:09.756885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation daafb575-67e5-475c-bae9-1f97f8cce9ea · outbound

This paper cites Image quality assessment: Unifying structure and texture similarity.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Image quality assessment: Unifying structure and texture similarity

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.361255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 68a006fc-bce7-4f82-be59-13d6da54d1ac · outbound

This paper cites Kodak lossless true color image suite.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Kodak lossless true color image suite

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.342737Z

Source-reported events for the cited work

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Observation e51e9014-fa7d-4b94-9d16-7fb09456ce3f · outbound

This paper cites ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-05-22T21:22:09.735680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 08174fea-200e-4701-8fde-a33d4b238200 · outbound

This paper cites Lora: Low-rank adaptation of large language models.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Lora: Low-rank adaptation of large language models

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.281419Z

Source-reported events for the cited work

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Observation 8c439df7-79a9-4944-9d25-f2cf2aeb69e1 · outbound

This paper cites Opera: Alleviating hallucination in multi- modal large language models via over-trust penalty and retrospection-allocation.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Opera: Alleviating hallucination in multi- modal large language models via over-trust penalty and retrospection-allocation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.340580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6427bdf1-67b0-40eb-b823-ada316fe6feb · outbound

This paper cites Autodir: Automatic all-in-one image restoration with latent diffusion.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Autodir: Automatic all-in-one image restoration with latent diffusion

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.337775Z

Source-reported events for the cited work

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Observation e4149e90-205e-4e55-b7cb-d0b1dd4a2fc3 · outbound

This paper cites Towards Effective Multiple-in-One Image Restoration: A Sequential and Prompt Learning Strategy.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Towards Effective Multiple-in-One Image Restoration: A Sequential and Prompt Learning Strategy

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:22:09.746396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7bb9944e-1513-4451-9d9e-2c79a83ba7e7 · outbound

This paper cites Obelics: An open web-scale filtered dataset of interleaved image-text documents.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Obelics: An open web-scale filtered dataset of interleaved image-text documents

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.325463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation cfbcbdf5-ff85-48b5-bfbf-d9cea4e144a6 · outbound

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

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model All-in-one image restoration for unknown corruption

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.293791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7607ac43-be03-4ddf-822c-e2f7ee6bfc69 · outbound

This paper cites Otter: A Multi-Modal Model with In-Context Instruction Tuning.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Otter: A Multi-Modal Model with In-Context Instruction Tuning

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-05-22T21:22:09.803834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e3cc3501-5397-4770-baa2-0f9fb21186c0 · outbound

This paper cites Llava-next: Im- proved reasoning, ocr, and world knowledge.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Llava-next: Im- proved reasoning, ocr, and world knowledge

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.380301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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

This paper cites Controlling Vision-Language Models for Multi-Task Image Restoration.

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 2026-08-23T06:30:58.430688+00:00.

Observation 5bdd0896-e15b-4822-93de-5f451cf7cbdc · outbound

This paper cites Adarevd: Adap- tive patch exiting reversible decoder pushes the limit of im- age deblurring.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Adarevd: Adap- tive patch exiting reversible decoder pushes the limit of im- age deblurring

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.297199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ef5a1702-5b09-4794-8071-70e74d183600 · outbound

This paper cites MSSIDD: A Benchmark for Multi-Sensor Denoising.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model MSSIDD: A Benchmark for Multi-Sensor Denoising

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:22:09.768088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 56589816-b7ea-42cb-a565-8b7468609d52 · outbound

This paper cites No-reference image quality assessment in the spatial domain.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model No-reference image quality assessment in the spatial domain

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.288783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 203798a6-0b31-43d6-a4fa-bcdcd4fc0a3e · outbound

This paper cites completely blind.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model completely blind

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.372154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5fbcc3bc-514e-42e5-b801-a4893257d745 · outbound

This paper cites Deep multi-scale convolutional neural network for dynamic scene deblurring.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Deep multi-scale convolutional neural network for dynamic scene deblurring

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.265608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fbab1326-6855-416f-a2be-2cf47fdc050d · outbound

This paper cites A no-reference im- age blur metric based on the cumulative probability of blur detection (cpbd).

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model A no-reference im- age blur metric based on the cumulative probability of blur detection (cpbd)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.345482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9db39538-c949-48b4-a74a-10d646df57a8 · outbound

This paper cites A survey on multi-agent rein- forcement learning and its application.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model A survey on multi-agent rein- forcement learning and its application

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.350792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fc99c272-500d-4695-a402-9adfc9dbcb44 · outbound

This paper cites https://openai.com/index/hello- gpt-4o/.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model https://openai.com/index/hello- gpt-4o/

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.332874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e76cd0cd-dbca-41a0-b9e4-84cc093916fe · outbound

This paper cites PromptIR: Prompting for All-in-One Blind Image Restoration.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model PromptIR: Prompting for All-in-One Blind Image Restoration

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:22:09.751811Z

Source-reported events for the cited work

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Observation e0d31466-3eb7-4f0c-9633-fbc49c224013 · outbound

This paper cites Sleepernets: Universal backdoor poisoning attacks against reinforcement learning agents.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Sleepernets: Universal backdoor poisoning attacks against reinforcement learning agents

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.374969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6338ec30-ebf8-459f-b6a0-968f12eced60 · outbound

This paper cites Real-world blur dataset for learning and benchmarking de- blurring algorithms.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Real-world blur dataset for learning and benchmarking de- blurring algorithms

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.327702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e661d9f5-886b-4ec6-9f42-bf811368b2d1 · outbound

This paper cites Learning to deblur using light field generated and real de- focus images.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Learning to deblur using light field generated and real de- focus images

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.320468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d6fbc490-be22-4fbc-a921-34845f35cb57 · outbound

This paper cites Laion-5b: An open large-scale dataset for training next generation image-text models.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Laion-5b: An open large-scale dataset for training next generation image-text models

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.322831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5ecec2f7-96c0-431e-86e4-201a51ec34b1 · outbound

This paper cites Human-aware motion deblurring.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Human-aware motion deblurring

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.317755Z

Source-reported events for the cited work

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Observation a8fcabb3-07d2-4fdf-9627-7adc27856834 · outbound

This paper cites Blindly assess image qual- ity in the wild guided by a self-adaptive hyper network.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Blindly assess image qual- ity in the wild guided by a self-adaptive hyper network

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.330331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 76594dfd-9c46-4e95-9227-cbad5b21bfb9 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-05-22T21:22:09.740681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d4e325eb-db6a-42fb-820c-d6d33ea5db5b · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model LLaMA: Open and Efficient Foundation Language Models

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-05-22T21:22:09.787615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 967db6ca-8879-458c-beb9-df34817129d1 · outbound

This paper cites Bringing old photos back to life.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Bringing old photos back to life

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.268138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c4c107ca-fb71-4ae7-9035-051b2613a1ed · outbound

This paper cites Ex- ploring clip for assessing the look and feel of images.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Ex- ploring clip for assessing the look and feel of images

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.270765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6a78cd43-58f0-426e-805f-5550faf103db · outbound

This paper cites Exploiting diffusion prior for real-world image super-resolution.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Exploiting diffusion prior for real-world image super-resolution

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.283847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation df82febc-ada0-4597-aef4-b51e24b8554a · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 41

Resolution: verified exact; local_arxiv, observed 2026-05-22T21:22:09.775694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9d5621f2-2ed2-415a-b0d4-5cf3641d285d · outbound

This paper cites Seeing dynamic scene in the dark: A high-quality video dataset with mechatronic alignment.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Seeing dynamic scene in the dark: A high-quality video dataset with mechatronic alignment

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.377713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e9cc863e-591c-450c-b503-769e221d175d · outbound

This paper cites Real-esrgan: Training real-world blind super-resolution with pure synthetic data.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Real-esrgan: Training real-world blind super-resolution with pure synthetic data

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.382743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6e3a69bc-6407-4a9c-a7ee-6d4df8b30a57 · outbound

This paper cites Image quality assessment: from error visibility to structural similarity.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Image quality assessment: from error visibility to structural similarity

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.315347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6ec1ffa5-25d6-4761-a91e-c224c15b041e · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large lan- guage models.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Chain-of-thought prompting elicits reasoning in large lan- guage models

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.335478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 02e90f34-0ce5-4402-806a-6e34246c9f4c · outbound

This paper cites Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:22:09.798873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f6e9a5e6-2a6f-4969-9056-4f676f4694f3 · outbound

This paper cites Ridcp: Revitalizing real image dehazing via high-quality codebook priors.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Ridcp: Revitalizing real image dehazing via high-quality codebook priors

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.303500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b026732e-a080-4da2-9385-aef273340727 · outbound

This paper cites Deep learning for im- age inpainting: A survey.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Deep learning for im- age inpainting: A survey

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.306734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4a265ad7-ac13-441a-95f5-03f9adf0430e · outbound

This paper cites Deep joint rain detec- tion and removal from a single image.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Deep joint rain detec- tion and removal from a single image

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.312647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8a2f37d5-f00c-4f4e-8bec-9a88201beeee · outbound

This paper cites mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality

Reference 50

Resolution: verified exact; local_arxiv, observed 2026-05-22T21:22:09.793387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0696d9e8-44a4-41e5-9cd9-40d5f40e37c7 · outbound

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

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Restormer: Efficient transformer for high-resolution image restoration

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.309616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 48007586-b5eb-432f-a0e4-47d2cb48d3bd · outbound

This paper cites Designing a practical degradation model for deep blind image super-resolution.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Designing a practical degradation model for deep blind image super-resolution

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.366813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1dfd8a77-a003-4633-a57b-5abf4b67a284 · outbound

This paper cites Practical blind image denoising via swin- conv-unet and data synthesis.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Practical blind image denoising via swin- conv-unet and data synthesis

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.273243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9005b6bd-56c8-4670-b46b-b5aeade65a1e · outbound

This paper cites The unreasonable effectiveness of deep features as a perceptual metric.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model The unreasonable effectiveness of deep features as a perceptual metric

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.353613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 37d1ad51-aa4f-45c0-8e0e-e1fc5c737b4f · outbound

This paper cites Advancing Zero-Shot Digital Human Quality Assessment through Text-Prompted Evaluation.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Advancing Zero-Shot Digital Human Quality Assessment through Text-Prompted Evaluation

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:22:09.730268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 180fd913-e485-4e2c-be20-2aa6d4fd8209 · outbound

This paper cites Ddh-qa: A dynamic digital humans quality assessment database.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Ddh-qa: A dynamic digital humans quality assessment database

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.275656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4294922d-f089-4745-a1e1-59b02cfc93bc · outbound

This paper cites Perceptual quality assess- ment for digital human heads.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Perceptual quality assess- ment for digital human heads

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.291442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e93db76e-28b1-45d3-81cc-3a373361106f · outbound

This paper cites Q-bench: A benchmark for multi-modal foundation models on low-level vision from single images to pairs.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Q-bench: A benchmark for multi-modal foundation models on low-level vision from single images to pairs

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.260654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b5ce84b2-bdc4-4e95-8601-f2c651b0f3c9 · outbound

This paper cites A reduced-reference quality assessment metric for textured mesh digital humans.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model A reduced-reference quality assessment metric for textured mesh digital humans

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.286512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 01ba6fe3-8ff3-4ea2-a5b9-04a1f3d5d068 · outbound

This paper cites Image demoireing with learnable bandpass filters.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Image demoireing with learnable bandpass filters

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.363911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9c39484f-8042-480f-bc70-4d6278dde2e1 · outbound

This paper cites A no-reference quality as- sessment method for digital human head.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model A no-reference quality as- sessment method for digital human head

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.358778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3cb0dd27-9fc0-4ff4-8465-27fc8a8ef7b9 · outbound

This paper cites MEMO-Bench: A Multiple Benchmark for Text-to-Image and Multimodal Large Language Models on Human Emotion Analysis.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model MEMO-Bench: A Multiple Benchmark for Text-to-Image and Multimodal Large Language Models on Human Emotion Analysis

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:22:09.814959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4d99c5cf-3ca2-48ee-ab60-e318705ccb41 · outbound

This paper cites Subjective and objective quality-of-experience assessment for 3d talking heads.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Subjective and objective quality-of-experience assessment for 3d talking heads

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.257771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 69225f26-0bac-4b52-a480-6ca9b1c52637 · outbound

This paper cites Reli-qa: A multidimensional quality assessment dataset for relighted human heads.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model Reli-qa: A multidimensional quality assessment dataset for relighted human heads

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T21:27:09.356265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation db3df94e-707d-4451-a22b-28af41958fe5 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 65

Resolution: verified exact; local_arxiv, observed 2026-05-22T21:22:09.809323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

Observation 71adf78d-fda3-43bb-8dc9-fc063940989a · inbound

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

4KAgent: Agentic Any Image to 4K Super-Resolution Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model

Reference 267

Resolution: unresolved; no resolver link, observed 2026-08-06T18:52:39.438505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9771cbc-5eb8-4de3-b149-6243b02b8bfa · inbound

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads cites this paper.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-06T10:53:19.280485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f96bd91-fbfa-4d62-96f9-47ac751c69bf · inbound

Restore-R1: Efficient Image Restoration Agents via Reinforcement Learning with Multimodal LLM Perceptual Feedback cites this paper.

Restore-R1: Efficient Image Restoration Agents via Reinforcement Learning with Multimodal LLM Perceptual Feedback Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model

Reference 72

Resolution: verified exact; local_arxiv, observed 2026-05-16T20:58:31.883733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6a5c7fae-48e7-4dab-866f-41cb716da269 · 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 Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model

Reference 56

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28353923-7784-4703-b994-05d0c5f3ebbf · inbound

Task-Guided Prompting for Unified Remote Sensing Image Restoration cites this paper.

Task-Guided Prompting for Unified Remote Sensing Image Restoration Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-05-13T18:33:06.506552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 17d6ec18-64ac-4def-9565-10ceac6b8494 · inbound

RIRF: Reasoning Image Restoration Framework cites this paper.

RIRF: Reasoning Image Restoration Framework Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-11T06:26:00.733718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 58ad4233-ae86-404e-af49-b5cec27c1a36 · inbound

OPERA: An Agent for Image Restoration with End-to-End Joint Planning-Execution Optimization cites this paper.

OPERA: An Agent for Image Restoration with End-to-End Joint Planning-Execution Optimization Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model

Reference 47

Resolution: verified exact; local_arxiv, observed 2026-05-22T07:21:12.715953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0bb59a79-c34c-4ddf-b5ad-386afa795019 · 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 Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-05-22T07:51:16.184110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5a47b1a8-0052-47aa-94cf-d4d3df697408 · inbound

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

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-06-30T17:24:57.078752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 987a3dfe-9682-4cef-b8df-434347afc5ee · inbound

DiTTo: Scalable Order-aware All-in-One Image Restoration Agent cites this paper.

DiTTo: Scalable Order-aware All-in-One Image Restoration Agent Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-06-28T23:22:47.392452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e34303bf-74fd-4996-bb43-c935e9001477 · inbound

Universal Image Restoration via Internalized Chain-of-Thought Reasoning cites this paper.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-07-03T20:08:56.579425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.