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Paper Citation Record · LEDGER

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration

As of 22 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 2 inbound Pith citation observations for arXiv:2504.21487.

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

pith.paper-citation-record.v1
2504.21487 v2

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:12:28.129344Z

measured 70 of 70 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 2026-06-28T17:19:08.137924Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T17:22:24.723784Z

Reference resolution

68 of 68 outbound references displayed

  • verified exact0
  • verified fuzzy52
  • unresolved16
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e7833625-3b0f-449c-acbf-4d4729cb27ea · outbound

This paper cites Dense-haze: A benchmark for image dehazing with dense-haze and haze-free images.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Dense-haze: A benchmark for image dehazing with dense-haze and haze-free images

Reference 1

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Source-reported events for the cited work

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Observation 17cd7776-cccf-4da9-9eda-e8e6dea13a70 · outbound

This paper cites Ancuti, Cosmin Ancuti, and Radu Timofte.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Ancuti, Cosmin Ancuti, and Radu Timofte

Reference 2

Resolution
verified fuzzy
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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.

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Observation af3689b1-eedc-46dd-afc2-a8935f6ac1fe · outbound

This paper cites Not just streaks: Towards ground truth for single image deraining.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Not just streaks: Towards ground truth for single image deraining

Reference 3

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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.

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Observation fea19a20-b1ef-40f0-8339-d11d37b32d41 · outbound

This paper cites All snow removed: Single image desnowing algorithm using hierarchical dual-tree complex wavelet representation and contradict channel loss.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration All snow removed: Single image desnowing algorithm using hierarchical dual-tree complex wavelet representation and contradict channel loss

Reference 4

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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.

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Observation 0c2918ca-f640-4b7d-8afb-40ba6f35d2d1 · outbound

This paper cites Remote sensing image scene classification: Benchmark and state of the art.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Remote sensing image scene classification: Benchmark and state of the art

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:12:27.771895Z digest=sha256:b45cf32db6696c2a34fddf4761318684fcbb9cda16b58b5a044939ca0f60e69e

Observation f909ecc3-4d45-4b31-99af-75a1ad2bf35c · outbound

This paper cites Parallel diffusion models of operator and image for blind inverse problems.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Parallel diffusion models of operator and image for blind inverse problems

Reference 6

Resolution
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raw_fallback, observed 2026-08-16T05:12:29.282091Z

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.

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Observation 6fcb4067-ff59-49db-9ac4-5b057e1543b6 · outbound

This paper cites Diffusion posterior sampling for general noisy inverse problems.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Diffusion posterior sampling for general noisy inverse problems

Reference 7

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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.

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Observation 7ec6c79b-e344-41e9-b229-3cd1fb35a889 · outbound

This paper cites an unresolved cited work.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Unresolved cited work

Reference 8

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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.

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Observation 01bef425-97b7-46f5-ba84-53587aeb024a · outbound

This paper cites Revitalizing convolutional network for image restoration.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Revitalizing convolutional network for image restoration

Reference 9

Resolution
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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.

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Observation e7e19047-d1b4-403a-bac2-3f7d43fe0c7c · outbound

This paper cites Inversion by direct iteration: An alternative to denoising diffusion for image restoration.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Inversion by direct iteration: An alternative to denoising diffusion for image restoration

Reference 10

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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.

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Observation 9257a226-afe8-464e-ae17-a770b1e13c82 · outbound

This paper cites Diffusion posterior sampling for linear inverse problem solving: A filtering perspective.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Diffusion posterior sampling for linear inverse problem solving: A filtering perspective

Reference 11

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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.

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Observation c91cd750-f639-4370-995c-fef24c7e19ee · outbound

This paper cites Bounds on the Jensen Gap, and Implications for Mean-Concentrated Distributions.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Bounds on the Jensen Gap, and Implications for Mean-Concentrated Distributions

Reference 12

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no resolver link, observed 2026-08-16T05:12:27.805921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 539a4199-8a1d-47de-9927-54c8fcedd519 · outbound

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

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Mambair: A simple baseline for image restoration with state-space model

Reference 13

Resolution
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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.

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Observation ed621a68-2818-4d5e-9d72-4f7b582ca0d2 · outbound

This paper cites Denoising diffusion probabilistic models.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Denoising diffusion probabilistic models

Reference 14

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no resolver link, observed 2026-08-16T05:12:27.815587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 36b7dea8-1458-4655-952c-b23ac4358821 · outbound

This paper cites Ctgan: Cloud transformer generative adversarial network.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Ctgan: Cloud transformer generative adversarial network

Reference 15

Resolution
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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.

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Observation 8503317b-de8f-4fea-9cd7-f5012d4eb18b · outbound

This paper cites Scope of validity of psnr in image/video quality assessment.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Scope of validity of psnr in image/video quality assessment

Reference 16

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no resolver link, observed 2026-08-16T05:12:27.824999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5a2fff22-16c1-4cc5-af5b-cf4104112fb6 · outbound

This paper cites Multi-scale progressive fusion network for single image deraining.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Multi-scale progressive fusion network for single image deraining

Reference 17

Resolution
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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.

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Observation efd930a9-0f5b-4740-8ed2-83c0fa8e9948 · outbound

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

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Autodir: Automatic all-in-one image restoration with latent diffusion

Reference 18

Resolution
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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.

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Observation cd1c6b41-9de4-4b78-b9e4-086dbac2b449 · outbound

This paper cites Stochastic solutions for linear inverse problems using the prior implicit in a denoiser.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Stochastic solutions for linear inverse problems using the prior implicit in a denoiser

Reference 19

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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.

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Observation f17c3ddf-785f-4b81-8640-39580e18d4c3 · outbound

This paper cites Variational diffusion models.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Variational diffusion models

Reference 20

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 540bb827-0e64-4413-963c-fe60b5be342d · outbound

This paper cites Bench- marking single-image dehazing and beyond.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Bench- marking single-image dehazing and beyond

Reference 21

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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.

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Observation f083a395-8806-45e8-b952-c5344923a047 · outbound

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

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration All-in-one image restoration for unknown corruption

Reference 22

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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.

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Observation f066de0e-071c-4b01-b12e-25dab29bada4 · outbound

This paper cites FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation c15873af-243f-4187-bb0e-6eec3a6d5e1d · outbound

This paper cites Toward Real-world Single Image Deraining: A New Benchmark and Beyond.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Toward Real-world Single Image Deraining: A New Benchmark and Beyond

Reference 24

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no resolver link, observed 2026-08-16T05:12:27.862949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d290f597-b7c2-4b8a-9097-ad9106595a47 · outbound

This paper cites Diffusion models for image restoration and enhancement–a comprehensive survey.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Diffusion models for image restoration and enhancement–a comprehensive survey

Reference 25

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no resolver link, observed 2026-08-16T05:12:27.867900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5afc797a-c623-47f3-b5e4-aa858f973e81 · outbound

This paper cites Swinir: Image restoration using swin transformer.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Swinir: Image restoration using swin transformer

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:29.042983Z

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.

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Observation 5af401df-afad-409a-b79f-3018b82e429c · outbound

This paper cites I2sb: image-to-image schrodinger bridge.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration I2sb: image-to-image schrodinger bridge

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:29.028442Z

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.

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Observation 560f2915-d5fb-47ff-ad97-6da24aeeb5ff · outbound

This paper cites Residual denoising diffusion models.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Residual denoising diffusion models

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-16T05:12:29.013153Z

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.

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Observation 9f14a53c-e469-470d-b5f9-c0692efd0c3a · outbound

This paper cites Benchmarking low-light image enhancement and beyond.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Benchmarking low-light image enhancement and beyond

Reference 29

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verified fuzzy
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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.

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Observation b60a3e5e-a76c-4634-a9e6-cc10af1970e1 · outbound

This paper cites Desnownet: Context-aware deep network for snow removal.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Desnownet: Context-aware deep network for snow removal

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.979908Z

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=2026-08-16T05:12:27.891316Z digest=sha256:1a595eba3de71ef07296ee055f33c804acf8aca06411aa1875e618b98709413f

Observation 59e6a8bf-e2df-4fd1-8f71-348947c08fde · outbound

This paper cites Image restoration with mean-reverting stochastic differential equations.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Image restoration with mean-reverting stochastic differential equations

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.963447Z

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=2026-08-16T05:12:27.896394Z digest=sha256:4e017ad47df7fc7dc0f010b3c47013f7bf05bc0f885d74251072eec5c22d374c

Observation 7f3f5ecd-8578-4756-9169-2fb665e37fae · outbound

This paper cites Controlling vision- language models for multi-task image restoration.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Controlling vision- language models for multi-task image restoration

Reference 32

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verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.946956Z

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=2026-08-16T05:12:27.901275Z digest=sha256:5353fee75591ef7cec951cea303ec1c289826ce01090fcc7585ac19319444880

Observation 70aaa5b7-3944-48f5-bc36-705d8b651f59 · outbound

This paper cites Taming diffusion models for image restoration: a review.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Taming diffusion models for image restoration: a review

Reference 33

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no resolver link, observed 2026-08-16T05:12:27.906175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:12:27.906175Z digest=sha256:51fc441bd4b35ac3e9c7a123312bcd302520e5ade8526bfa1e163db9b12f4018

Observation bf4f9527-d77f-4d8b-8eb1-ee134b291741 · outbound

This paper cites Prores: Exploring degradation-aware visual prompt for universal image restoration.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Prores: Exploring degradation-aware visual prompt for universal image restoration

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.932432Z

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=2026-08-16T05:12:27.910909Z digest=sha256:ad849dc4dd80a9e8ee9e6a956a75f6ae0cc892629036b5132694a12a767cbcec

Observation 10587b45-5f12-4d95-9c19-80c33593d4c0 · outbound

This paper cites Perceptual quality assessment for multi-exposure image fusion.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Perceptual quality assessment for multi-exposure image fusion

Reference 35

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:12:27.915493Z digest=sha256:1bba38ebdd26653e16b1604db1ed48a71f4856454612761c7c0463213dfe6c6b

Observation e2e5158f-59d1-4997-ab67-0ce2861f53d3 · outbound

This paper cites Restorex-ai: A contrastive approach towards guiding image restoration via explainable ai systems.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Restorex-ai: A contrastive approach towards guiding image restoration via explainable ai systems

Reference 36

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raw_fallback, observed 2026-08-16T05:12:28.906921Z

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=2026-08-16T05:12:27.920200Z digest=sha256:de62851fe5bede72dace5f829b619d90b8b62ab5c7d5db908e61c1266789feab

Observation 27cce674-805f-488a-8c91-db9aae866b07 · outbound

This paper cites The calculus of finite differences.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration The calculus of finite differences

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.890407Z

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=2026-08-16T05:12:27.926769Z digest=sha256:efb60770b548320fc435117f29223a69dd8fe2afa77ed0f098442d3713e046dd

Observation a587753c-d492-4e98-8ef5-bb5aa4e0989e · outbound

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

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Deep multi-scale convolutional neural network for dynamic scene deblurring

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.874301Z

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=2026-08-16T05:12:27.935673Z digest=sha256:d1846617b415455ecede0619f5f884c86e89442fe2febf5982c4d11c5e992069

Observation 6bd1d999-12bc-4d36-8e3b-bd852906ee76 · outbound

This paper cites Restoring vision in adverse weather conditions with patch- based denoising diffusion models.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Restoring vision in adverse weather conditions with patch- based denoising diffusion models

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.858753Z

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=2026-08-16T05:12:27.945189Z digest=sha256:18304346cd6cda09cee5ada5a4ab91fbd6d882774e264f6e515bc1e5d47d6152

Observation 67555d1f-c472-4078-aef0-191499c9304a · outbound

This paper cites Pytorch: An imperative style, high-performance deep learning library.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Pytorch: An imperative style, high-performance deep learning library

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-16T05:12:27.955881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:12:27.955881Z digest=sha256:da337b6d49b34734b558aca4be1c1e07acee976f6bd907bfd60ef2a0d0dffff2

Observation da924429-89ca-4a43-b454-a96535c5d6c4 · outbound

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

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Promptir: Prompting for all-in-one image restoration

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.832220Z

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=2026-08-16T05:12:27.966042Z digest=sha256:bcc8d32ab971572cf9f0bdd1b1b96150f278034d5b52214b92133a4b52207a0f

Observation bc59f50c-00e8-498e-b91f-ea4fd86e6181 · outbound

This paper cites Attentive generative adversarial network for raindrop removal from a single image.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Attentive generative adversarial network for raindrop removal from a single image

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.816943Z

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=2026-08-16T05:12:27.976864Z digest=sha256:7725104c442098d5eb0f12c2a485d1e760f04f8b75b0c4b6d8d787a8baca4b6a

Observation f9b73e70-7bc6-4f93-8ad5-18f0547f9169 · outbound

This paper cites Image restoration for remote sensing: Overview and toolbox.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Image restoration for remote sensing: Overview and toolbox

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.801532Z

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=2026-08-16T05:12:27.987677Z digest=sha256:845df226965410cb3650bb7fa96842549f84b200b0b06721f3f910a9825bb277

Observation dc3dec86-e119-4e3a-a685-6ae1b8911596 · outbound

This paper cites Plug-and-play posterior sampling under mismatched measurement and prior models.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Plug-and-play posterior sampling under mismatched measurement and prior models

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.785538Z

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=2026-08-16T05:12:27.998281Z digest=sha256:8434b4ee680f8de8e32e6bc1e48b6f4c717e1d28050cbd0861d016d82b2dfbd4

Observation 42b95976-dc28-4d80-8d63-77ba6b280c15 · outbound

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

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Real-world blur dataset for learning and benchmarking deblurring algorithms

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.771546Z

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=2026-08-16T05:12:28.010525Z digest=sha256:41adb5094ffba4c54fd7247a9cdec7ebcca32f8b7c3c8f47d7b735d42b8c9c57

Observation 1d7139f8-9801-4a3f-9926-9fc2acfa1ac1 · outbound

This paper cites U-net: Convolutional networks for biomedical image segmentation.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration U-net: Convolutional networks for biomedical image segmentation

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.757024Z

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=2026-08-16T05:12:28.018203Z digest=sha256:6b96b60e8ead48849aabf4dd893323d2c59e93b4865dc6d1583cce004a03f83a

Observation 077b3664-520a-4ac6-a57c-14150cbebd3f · outbound

This paper cites Solving linear inverse problems provably via posterior sampling with latent diffusion models.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Solving linear inverse problems provably via posterior sampling with latent diffusion models

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.740797Z

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=2026-08-16T05:12:28.025999Z digest=sha256:df97d4f1d5dc886185bea723dd9b700d4a00d9f3ea6c62c5924da511b7fe5108

Observation bc1ffdff-b967-48f7-8d12-2c75fb90fefc · outbound

This paper cites Image super-resolution via iterative refinement.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Image super-resolution via iterative refinement

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.723951Z

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=2026-08-16T05:12:28.031801Z digest=sha256:b4fe673ba36cfd315d20a4c60106a786207e066d747540d3571c64c1125e242b

Observation 8d28ce54-d7d4-45cb-b239-32102ef7fd95 · outbound

This paper cites Denoising diffusion implicit models.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Denoising diffusion implicit models

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.707142Z

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=2026-08-16T05:12:28.036538Z digest=sha256:44e6d9512e3ca66a4cbad07e72100b9eeaabd7d5678f66c5695d2d40a3d1699a

Observation 179c16f4-d804-4d49-8bfb-98415bb85f71 · outbound

This paper cites Score-based generative modeling through stochastic differential equations.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Score-based generative modeling through stochastic differential equations

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.691293Z

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=2026-08-16T05:12:28.041292Z digest=sha256:d6354709ad68a7f8003f346338d4215a25ab1d1750af61477cb03e84bbead405

Observation 7a48613b-5c26-46d0-bd57-c49520b5ce40 · outbound

This paper cites Numerical partial differential equations: finite difference methods, volume 22.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Numerical partial differential equations: finite difference methods, volume 22

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.674968Z

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=2026-08-16T05:12:28.045875Z digest=sha256:e5a8ada88090b9a09702bea733f40c6d3fca38ded87590528dba05d76290159b

Observation 054c3f08-aee5-44d2-b2f3-3bf8644b0374 · outbound

This paper cites Maxim: Multi-axis mlp for image processing.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Maxim: Multi-axis mlp for image processing

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.659445Z

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=2026-08-16T05:12:28.050635Z digest=sha256:f07988db051820966dd8a1c0923adc6869d1764b2674b3be68763c65c613d028

Observation f194665c-8e02-4333-9542-a04e797ed6bb · outbound

This paper cites Naturalness preserved enhancement algorithm for non-uniform illumination images.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Naturalness preserved enhancement algorithm for non-uniform illumination images

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.643871Z

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=2026-08-16T05:12:28.055373Z digest=sha256:dd2e49e1772d834787d3e09ff613aa4e586e030ce3dfb5df926c4ccf58e974b9

Observation 6fa7899c-4c03-4f84-b4c8-ca4e73383e4b · outbound

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

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Image quality assessment: from error visibility to structural similarity

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-16T05:12:28.059717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:12:28.059717Z digest=sha256:691d46cd4628abe9c7b986b0bc6af5f540f8247b912272364af6387c2ad029ad

Observation a3bba0b5-1a48-4fd1-9a90-f313a5e2cb53 · outbound

This paper cites Deep Retinex Decomposition for Low-Light Enhancement.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Deep Retinex Decomposition for Low-Light Enhancement

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-16T05:12:28.064464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:12:28.064464Z digest=sha256:386b49bdcc1e9d4162449dbb7ee0bcc495726d28e9bc4023608749388a3d971d

Observation 28de31da-d814-459f-8eea-a4bd21b908f1 · outbound

This paper cites Deblurring via stochastic refinement.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Deblurring via stochastic refinement

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.616531Z

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=2026-08-16T05:12:28.069428Z digest=sha256:b464793c94eb56946bac8c6e1d30050be0c6447178156ebb152878e83de46deb

Observation b80341fb-3851-4063-8e7b-47627d75e0ee · outbound

This paper cites Aid: A benchmark data set for performance evaluation of aerial scene classification.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Aid: A benchmark data set for performance evaluation of aerial scene classification

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-16T05:12:28.074138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:12:28.074138Z digest=sha256:4d2ebfb2d333595dfc6bbacd72846c98fd30099e99fac7408e3f1fad94b378d9

Observation 2e8c1fc7-c69b-4a6b-a7bc-445b9bd7ac03 · outbound

This paper cites Language-driven all-in-one adverse weather removal.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Language-driven all-in-one adverse weather removal

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.589793Z

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=2026-08-16T05:12:28.078838Z digest=sha256:67c08cee56add9f12c4681214a138332828abfc9f0ddc4fb79896ca2661c9f5f

Observation 8bf7d151-3b25-4af6-9b2b-e456d3c42e21 · outbound

This paper cites Semantic Change Detection with Asymmetric Siamese Networks.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Semantic Change Detection with Asymmetric Siamese Networks

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-16T05:12:28.083587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:12:28.083587Z digest=sha256:e44a01fb00f3400a2900075dce98743ebe924e88bf6449ec6b2a0b31325bcd31

Observation 78f37cd1-12a1-4054-8d20-9051b71c879d · outbound

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

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Deep joint rain detection and removal from a single image

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.575131Z

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=2026-08-16T05:12:28.089344Z digest=sha256:2a6b5fb70c4c685a6b9557821358199d978529d9c88f41df52255517d34cc46e

Observation 9a253c50-0090-4300-a0a2-f007bc3b1253 · outbound

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

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Restormer: Efficient transformer for high-resolution image restoration

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.560288Z

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=2026-08-16T05:12:28.094211Z digest=sha256:8312a1a0f1ca53fe7b29e59cfc13706dc893bb4a6d19494607bd8c5f341528d8

Observation 59c875b7-c0e3-40ec-a720-04616aa20303 · outbound

This paper cites Density-aware single image de-raining using a multi-stream dense network.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Density-aware single image de-raining using a multi-stream dense network

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.544470Z

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=2026-08-16T05:12:28.099141Z digest=sha256:bca62459a15d571784e066f463e0ba3e689991342633666ae66ee755559eca74

Observation ba499305-040e-463c-80b5-83361ea48258 · outbound

This paper cites Fast haze removal for nighttime image using maximum reflectance prior.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Fast haze removal for nighttime image using maximum reflectance prior

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.527942Z

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=2026-08-16T05:12:28.104124Z digest=sha256:24e9e49db008e67dd73f8b01546d0fcfe9ab4101a891b2ecda2cfe0364176a3d

Observation 84c570d7-6dee-4203-9547-28e13764cdc1 · outbound

This paper cites Ingredient- oriented multi-degradation learning for image restoration.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Ingredient- oriented multi-degradation learning for image restoration

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.509539Z

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=2026-08-16T05:12:28.108896Z digest=sha256:767504cfb80b66563f0c6aabd8ba5fc1a4bd97b9f8ba46f425e64d65fa32ccc0

Observation 83d7e8cb-2e4c-4cb4-96a0-d43b76d7e42a · outbound

This paper cites Ntire 2024 challenge on bracketing image restoration and enhancement: Datasets methods and results.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Ntire 2024 challenge on bracketing image restoration and enhancement: Datasets methods and results

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.494428Z

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=2026-08-16T05:12:28.113588Z digest=sha256:8e9671a22306550b5ac8cafbae0bffde03853d53cf57e28f041e6ee55b2b8bbf

Observation c8acba9f-fa50-480f-94a7-d4bdb928a80a · outbound

This paper cites Avernet: All-in-one video restoration for time-varying unknown degradations.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Avernet: All-in-one video restoration for time-varying unknown degradations

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.478870Z

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=2026-08-16T05:12:28.118677Z digest=sha256:544df9cb35c316941261a75b5bb3a29d504c93dfdaf62ce204882ec143a2f091

Observation c10a0cb2-3ca3-4160-9107-475f475b9178 · outbound

This paper cites Selective hourglass mapping for universal image restoration based on diffusion model.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Selective hourglass mapping for universal image restoration based on diffusion model

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.462565Z

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=2026-08-16T05:12:28.123691Z digest=sha256:fd78e06f33218312691b8e0a00efc9bbd06f1854f47980acba084d93a85e688a

Observation 2864488a-6205-4a60-85e2-4f480e404bbc · outbound

This paper cites Patternnet: A benchmark dataset for performance evaluation of remote sensing image retrieval.

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration Patternnet: A benchmark dataset for performance evaluation of remote sensing image retrieval

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:12:28.445659Z

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=2026-08-16T05:12:28.129344Z digest=sha256:7abbfd62f0c4b8a318b8d5fc60b783d009efaed096c9ea34ffe9a8ea92d7d71a

Pith citing papers

Observation c5b04e82-0a64-4e0e-ab5a-7e6b1f1e4a45 · inbound

Residual Diffusion Bridge Model for Image Restoration cites this paper.

Residual Diffusion Bridge Model for Image Restoration DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration

Reference 64

Resolution
verified exact
arxiv_id, observed 2026-05-18T04:40:53.278472Z

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=2026-05-18T04:38:07.681916Z digest=sha256:45d8a89ff74583f8961932bebecea57b89d168e631ca76f20a057c16cd5216b0

Observation f595c307-9a38-414a-9ff4-4d80b28e8e93 · inbound

Decoupled Residual Denoising Diffusion Models for Unified and Data Efficient Image-to-Image Translation cites this paper.

Decoupled Residual Denoising Diffusion Models for Unified and Data Efficient Image-to-Image Translation DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-06-28T17:22:24.726008Z

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=2026-06-28T17:19:08.137924Z digest=sha256:d821ceb22449174c2888ccc9c36e0f0034f5ac1aadfc714cb06e97f13b5dd235