Paper Citation Record · LEDGER

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning

As of 16 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 2 inbound Pith citation observations for arXiv:2506.22216.

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

pith.paper-citation-record.v1
2506.22216 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:15:42.923261Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T11:45:48.402054Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T16:01:04.884441Z

Reference resolution

33 of 33 outbound references displayed

verified exact1
verified fuzzy26
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d1d40c3a-f9f7-47f0-bd1c-9edaec914809 · outbound

This paper cites Lime: Low-light image enhancement via illumination map estimation,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Lime: Low-light image enhancement via illumination map estimation,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:48.033262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b34adb38-11f4-49e5-b0d1-fd63c5ec70f7 · outbound

This paper cites Dual illumination estimation for robust exposure correction,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Dual illumination estimation for robust exposure correction,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:47.851794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3183ec1b-d94a-421b-ad95-712a66694df9 · outbound

This paper cites Toward fast, flexible, and robust low-light image enhancement,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Toward fast, flexible, and robust low-light image enhancement,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:47.685335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 06f3f6aa-e682-4205-b28e-2171b6716c82 · outbound

This paper cites Implicit neural representation for cooperative low-light image enhance- ment,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Implicit neural representation for cooperative low-light image enhance- ment,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:47.532517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bea65b94-bf2c-4ff8-8f40-1a5b37435e42 · outbound

This paper cites Low-light image enhancement with normalizing flow,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Low-light image enhancement with normalizing flow,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:47.378129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ed2000d7-188c-46f9-ae2a-67064ab7df7e · outbound

This paper cites Learning a simple low-light image enhancer from paired low-light instances,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Learning a simple low-light image enhancer from paired low-light instances,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:47.210660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 28023c4c-9884-452d-83b7-c071196d4d4c · outbound

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

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Retinexformer: One-stage retinex-based transformer for low-light image enhancement,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:47.004696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e1bb48fa-1149-417a-a33d-ed485be0e6a2 · outbound

This paper cites Uretinex-net: Retinex-based deep unfolding network for low-light image enhancement,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Uretinex-net: Retinex-based deep unfolding network for low-light image enhancement,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:46.813344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4d46d3f1-6318-4036-8aed-20a9c9aacb15 · outbound

This paper cites Deep fourier-based exposure correction network with spatial-frequency interaction,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Deep fourier-based exposure correction network with spatial-frequency interaction,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:46.673764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 35fd4ce3-81f8-4ddd-ad49-92fffcc49919 · outbound

This paper cites Embedding Fourier for Ultra-High-Definition Low-Light Image Enhancement.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Embedding Fourier for Ultra-High-Definition Low-Light Image Enhancement

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:40.636141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 531199ff-09f4-4ddf-837f-ce80ad06514b · outbound

This paper cites Fourllie: Boosting low-light image enhancement by fourier frequency information,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Fourllie: Boosting low-light image enhancement by fourier frequency information,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:46.499204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dcb1d9bd-c7c7-424f-a894-a32b78385030 · outbound

This paper cites Rellie: Deep reinforcement learning for customized low-light image enhance- ment,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Rellie: Deep reinforcement learning for customized low-light image enhance- ment,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:46.329705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9420a048-eba0-4f35-ab9c-8efd021c2dc5 · outbound

This paper cites ALL-E: Aesthetics-guided Low-light Image Enhancement.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning ALL-E: Aesthetics-guided Low-light Image Enhancement

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:15:43.169219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a8dc01d4-d2cf-40e1-b41e-562cb053f086 · outbound

This paper cites DM- FourLLIE: Dual-stage and multi-branch fourier network for low-light image enhancement,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning DM- FourLLIE: Dual-stage and multi-branch fourier network for low-light image enhancement,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:46.195293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f5a2f0e3-9dc7-4742-bfc2-976545616c6a · outbound

This paper cites Asynchronous methods for deep reinforcement learning,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Asynchronous methods for deep reinforcement learning,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:45.979966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation faf79cd0-db07-4d25-ad82-d1a5ec76fc24 · outbound

This paper cites Uncertainty-aware blind image quality assessment in the laboratory and wild,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Uncertainty-aware blind image quality assessment in the laboratory and wild,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:45.745289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1d2236cd-243a-4beb-b2ef-6d3017809a4c · outbound

This paper cites Low- light image enhancement with semi-decoupled decomposition,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Low- light image enhancement with semi-decoupled decomposition,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:45.524179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 15032127-645b-42d5-89ff-2b6394d1fdf4 · outbound

This paper cites Zero-reference deep curve estimation for low-light image enhancement,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Zero-reference deep curve estimation for low-light image enhancement,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:45.312796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 25a0c693-dae0-4b3a-90cd-e5e05f4b1a20 · outbound

This paper cites Semantically contrastive learning for low-light image enhancement,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Semantically contrastive learning for low-light image enhancement,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:45.135025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 97e4f61c-f85a-494b-983f-6f3d7fa5a0a2 · outbound

This paper cites Iterative prompt learning for unsupervised backlit image enhancement,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Iterative prompt learning for unsupervised backlit image enhancement,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:44.936992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3826fd0b-eb77-4a6c-8d35-896ac5bc8c88 · outbound

This paper cites Fourier priors-guided diffusion for zero-shot joint low-light enhancement and deblurring,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Fourier priors-guided diffusion for zero-shot joint low-light enhancement and deblurring,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:44.754697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d577e0ce-9a5f-4be0-8265-26b22f86d1f9 · outbound

This paper cites Specularity factorization for low- light enhancement,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Specularity factorization for low- light enhancement,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:44.564870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9ff1a212-b45e-4c85-9706-6118b13ba246 · outbound

This paper cites an unresolved cited work.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:44.388364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 49811524-f902-45b0-b0c9-fc707a092ac0 · outbound

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

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Deep Retinex Decomposition for Low-Light Enhancement

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:42.169109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b79176ba-db4a-4013-9ae9-d733353f1427 · outbound

This paper cites Sparse gradient regularized deep retinex network for robust low- light image enhancement,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Sparse gradient regularized deep retinex network for robust low- light image enhancement,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:44.221835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d8fe8db6-26d5-46ef-b965-8db8c70d008c · outbound

This paper cites R2rnet: Low-light image enhancement via real-low to real-normal network,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning R2rnet: Low-light image enhancement via real-low to real-normal network,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:44.060430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0a357168-1f9d-471e-b6ad-4fc1067c2d67 · outbound

This paper cites Advancing image understanding in poor visibility environ- ments: A collective benchmark study,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Advancing image understanding in poor visibility environ- ments: A collective benchmark study,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:43.866899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1db0f24b-c437-44b0-a80e-30ace6328466 · outbound

This paper cites Contrast enhancement based on layered difference representation of 2d histograms,.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Contrast enhancement based on layered difference representation of 2d histograms,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:43.682400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 42571dd4-3e6c-4849-8abe-d071ce1c2e53 · outbound

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

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Naturalness preserved enhancement algorithm for non-uniform illumination images,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:43.531626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7adcec7f-3c13-4923-a134-6ad4f481896a · outbound

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

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Perceptual quality assessment for multi-exposure image fusion,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:43.377623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fe077d07-2898-4dd7-a70f-979bbeaa7395 · outbound

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

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Image quality assessment: from error visibility to structural similarity,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:42.742913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b29b175-c853-4c79-9848-92a7a94e8cfc · outbound

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

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning The unreasonable effectiveness of deep features as a perceptual metric,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:42.837903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca51fa34-4f87-4c5a-b50d-97aa68e84a38 · outbound

This paper cites Making a “completely blind.

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning Making a “completely blind

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:42.923261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation cadac1fe-5f9c-41ef-9cce-b7b276593b76 · inbound

RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenes cites this paper.

RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenes ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning

Reference 124

Resolution: verified exact; arxiv_id, observed 2026-05-16T16:01:04.886974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8c195d5c-8128-43b8-8386-b56701ed9c37 · inbound

RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenes cites this paper.

RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenes ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning

Reference 124

Resolution: unresolved; no resolver link, observed 2026-08-03T11:45:48.402054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.