Paper Citation Record · LEDGER

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

As of 10 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2508.03373.

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

pith.paper-citation-record.v1
2508.03373 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T04:31:27.454494Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

48 of 48 outbound references displayed

verified exact1
verified fuzzy3
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 497ed963-2c47-423c-8625-ff89abfa1ed6 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:23.521705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f4121fa-fa94-4b29-aa2b-4ffedaa4ce75 · outbound

This paper cites write newline.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:23.601946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 774c354b-c0a0-44a3-9a22-f875a88e966f · outbound

This paper cites LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image Restoration.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image Restoration

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:23.646657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a55e2e7-06e7-4295-8fd9-4da4c164bee6 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:33.604178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4a3dadf9-486f-4f61-be5f-0d923fd4ac5f · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:33.425540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c23e65be-f81c-4103-a628-1c8cece97bfe · outbound

This paper cites AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:23.903117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f62a1940-ef07-4fbd-83a5-05b01f815fde · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:24.001822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ba934bb-0218-400e-8e27-4a0528d23c5b · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:24.117268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c11b6c6-c9f5-4034-9485-5ec696c7661f · outbound

This paper cites J.; Shen, Y.; Wallis, P.; Allen-Zhu, Z.; Li, Y.; Wang, S.; Wang, L.; Chen, W.; et al.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration J.; Shen, Y.; Wallis, P.; Allen-Zhu, Z.; Li, Y.; Wang, S.; Wang, L.; Chen, W.; et al

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:24.195473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d859a082-a20a-4f4c-855f-21d1b7eff3e2 · outbound

This paper cites Universal Image Restoration Pre-training via Degradation Classification.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Universal Image Restoration Pre-training via Degradation Classification

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:24.257125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e3e7ff7-9ee7-4229-aa49-eedbcd0c3ba2 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:33.186792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4e529e66-937e-4138-a115-e624127359c8 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:32.960243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c6ed4bd1-59ce-4a9a-a994-49a0c7cd7175 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:24.483499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62559077-db71-4762-876b-d2cac7f82119 · outbound

This paper cites Diffusion Models already have a Semantic Latent Space.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Diffusion Models already have a Semantic Latent Space

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:24.573207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14e975b5-209d-4e69-89ee-13fa6051e7c9 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:32.685489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0fc3572e-1a2e-4f84-9daa-2360410f1b4d · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:32.443596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2b0e06d2-90fd-4b70-9c67-83d09962267d · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:24.835462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfc6b0d1-1387-477c-af45-ab493efe02c3 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:32.226812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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

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

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 a042b16c-0914-4cf6-a193-db58135e34d6 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:32.026297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 55761ea9-800f-4d47-ba8e-280dc4c6f1c1 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:25.163968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04f259f7-370d-415b-bcaa-e4c5528cbf08 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:31.834765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8c4a43fb-ed56-425b-94b2-d463a2a5232c · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:31.637309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 251a23d4-9a2d-4859-90e5-1e8a115f6a1e · outbound

This paper cites W.; Khan, S.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration W.; Khan, S

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:31:31.403257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 85a36ed3-7674-44e2-9dea-7d9417bd0c22 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:25.514397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99e107cd-841e-4f39-ac77-aee7f3f2421e · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:25.587885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be782b8f-f347-468e-b520-c9bfde9c956c · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:31.193792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 52bb83b7-aa77-4517-a925-d2790c8136ef · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:30.963479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9ab861ae-e873-4576-bec6-c3cfa1d40dff · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:30.724757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f5945ec5-cfd7-4394-ad35-80559ce08ed1 · outbound

This paper cites C.; and Loy, C.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration C.; and Loy, C

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:31:30.490131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3e2a185d-b86a-4e48-a9d1-1ff7bad18bf5 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:30.139297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fa358f25-2049-4611-9035-ab24b2c8916c · outbound

This paper cites C.; Sheikh, H.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration C.; Sheikh, H

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:26.020364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 339335aa-86fb-44d9-8e3c-0ab4f79b1b7d · outbound

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

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Deep Retinex Decomposition for Low-Light Enhancement

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:26.071427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fe9298a-fb17-4e8f-8510-064be39582ca · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:29.766310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5d76f10a-8067-45f4-8af1-cb6cc53054bd · outbound

This paper cites DA2Diff: Exploring Degradation-aware Adaptive Diffusion Priors for All-in-One Weather Restoration.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration DA2Diff: Exploring Degradation-aware Adaptive Diffusion Priors for All-in-One Weather Restoration

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-08-06T04:31:27.748979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cd013b20-084c-4840-b8bb-8943026f04cb · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:29.462634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 91b5d64d-68a1-438b-a2d4-7a73e1b65b1a · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:26.267405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 233c1528-2bf5-4c1e-a539-bc85d6bd54da · outbound

This paper cites T.; Feng, J.; Liu, J.; Guo, Z.; and Yan, S.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration T.; Feng, J.; Liu, J.; Guo, Z.; and Yan, S

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:31:29.104626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 780fd355-6dcd-4a96-b6c5-8a472c998ac2 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:28.864681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1eff8389-c247-4491-adf8-9a7827a7f39f · outbound

This paper cites T.; and Park, T.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration T.; and Park, T

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:26.728189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a227e0f3-a26c-4361-9996-2590a1b2b1ec · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:28.630710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 543eb9ca-abc3-40dc-9c0c-fd354ed1e437 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:28.378203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 709f85dc-45e0-4b15-84ef-beb9940ca44c · outbound

This paper cites UIR-LoRA: Achieving Universal Image Restoration through Multiple Low-Rank Adaptation.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration UIR-LoRA: Achieving Universal Image Restoration through Multiple Low-Rank Adaptation

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:27.010425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c6accbf-11da-4c40-8a97-5e93544f7cc4 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:27.086336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d4cad33-2d18-4645-9f5f-af2016ed0e5b · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:27.164995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1dad42f-2347-432b-95cb-731309e0ad7b · outbound

This paper cites A.; Shechtman, E.; and Wang, O.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration A.; Shechtman, E.; and Wang, O

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:27.243014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76410e1e-1f51-4e6a-b4a6-6cd90cbce85a · outbound

This paper cites Diff-Restorer: Unleashing Visual Prompts for Diffusion-based Universal Image Restoration.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Diff-Restorer: Unleashing Visual Prompts for Diffusion-based Universal Image Restoration

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T04:31:27.322226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a57a0533-7fbe-42ba-8c9e-8db6c2f980f7 · outbound

This paper cites an unresolved cited work.

Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:31:28.118663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.