Paper Citation Record · LEDGER

CWNet: Causal Wavelet Network for Low-Light Image Enhancement

As of 9 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 3 inbound Pith citation observations for arXiv:2507.10689.

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

pith.paper-citation-record.v1
2507.10689 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:33:59.209053Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:58:03.227690Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T22:36:17.456414Z

Reference resolution

66 of 66 outbound references displayed

verified exact2
verified fuzzy54
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f44869e4-96f9-4ced-aa3c-0f4645cd196e · outbound

This paper cites Identification and estima- tion of local average treatment effects, 1995.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Identification and estima- tion of local average treatment effects, 1995

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.854218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 609461d1-5e0f-495a-b5bb-61f44631f517 · outbound

This paper cites Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T17:33:58.994556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51349ef7-4332-45c2-9b00-ff537847e054 · outbound

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

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Retinexformer: One-stage retinex- based transformer for low-light image enhancement

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.844448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a159c304-858b-4904-aad1-1dbf8935d3bf · outbound

This paper cites Fast fourier convolu- tion.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Fast fourier convolu- tion

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.834528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c76c148a-798d-48a9-851c-308ff2787742 · outbound

This paper cites Incremental transformer structure enhanced image inpainting with mask- ing positional encoding.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Incremental transformer structure enhanced image inpainting with mask- ing positional encoding

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.826507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a243d70c-1ea4-4b16-a628-b2f670c648ad · outbound

This paper cites Wavelet convolutions for large receptive fields.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Wavelet convolutions for large receptive fields

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.817676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bcf5331c-3b9c-45ae-89cb-8e2b3b188847 · outbound

This paper cites A weighted variational model for simultane- ous reflectance and illumination estimation.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement A weighted variational model for simultane- ous reflectance and illumination estimation

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.809038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3d1c9846-3cd6-4538-acde-af69688d6163 · outbound

This paper cites Efficiently Modeling Long Sequences with Structured State Spaces.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Efficiently Modeling Long Sequences with Structured State Spaces

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T17:33:59.015836Z

Source-reported events for the cited work

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Observation 748fe168-890f-4d4e-aee1-50ee9c5ffdb3 · outbound

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

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Mambair: A simple baseline for image restoration with state-space model

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.799218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2cd77e47-c40a-4980-a5cb-4b7aab7dd8ea · outbound

This paper cites Low-light image enhancement via breaking down the darkness.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Low-light image enhancement via breaking down the darkness

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.789083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e49334b5-0171-4fd0-b9a3-a9da7a66cc5a · outbound

This paper cites Lime: Low-light im- age enhancement via illumination map estimation.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Lime: Low-light im- age enhancement via illumination map estimation

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.779632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation baac31ab-a209-4b18-8eeb-4b4cc16bae93 · outbound

This paper cites Onerestore: A universal restoration frame- work for composite degradation.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Onerestore: A universal restoration frame- work for composite degradation

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.767285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 69c4704d-94f6-4fd2-b5c7-4ff19837b137 · outbound

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

CWNet: Causal Wavelet Network for Low-Light Image Enhancement R2rnet: Low-light image enhancement via real-low to real-normal network

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.757628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ba422260-2bbf-447e-b7a0-3da310a37a51 · outbound

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

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Deep fourier-based exposure correction network with spatial- frequency interaction

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.746578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation db8a2cf3-f10c-4c53-9e1e-18d559dcf186 · outbound

This paper cites LocalMamba: Visual State Space Model with Windowed Selective Scan.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement LocalMamba: Visual State Space Model with Windowed Selective Scan

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T17:33:59.042023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c13c3398-8de9-41b6-bd97-f395af291d12 · outbound

This paper cites IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation Model.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation Model

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T17:33:59.046427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a81acb82-3a93-4e25-926a-2402bf18a87d · outbound

This paper cites Low-light image enhancement with wavelet-based diffusion models.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Low-light image enhancement with wavelet-based diffusion models

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.737182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 94c83f77-7b2b-4d04-b12c-204c4c445e18 · outbound

This paper cites Contrast en- hancement based on layered difference representation.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Contrast en- hancement based on layered difference representation

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.728180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 228fa99f-07f7-4071-bdb9-79d3e1ac0829 · outbound

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

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Embedding Fourier for Ultra-High-Definition Low-Light Image Enhancement

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T17:33:59.056077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d772d31b-72d6-4eed-9139-27cfb786151b · outbound

This paper cites Light the night: A multi-condition diffusion framework for unpaired low-light enhancement in autonomous driving.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Light the night: A multi-condition diffusion framework for unpaired low-light enhancement in autonomous driving

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.718781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3a08c250-e2a4-48da-8f91-23448e0f9c81 · outbound

This paper cites Towards deconfounded image-text matching with causal inference.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Towards deconfounded image-text matching with causal inference

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.710094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7b2b8358-13d2-436f-9257-c7c8bd314e49 · outbound

This paper cites Multimodal Causal Reasoning Benchmark: Challenging Vision Large Language Models to Discern Causal Links Across Modalities.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Multimodal Causal Reasoning Benchmark: Challenging Vision Large Language Models to Discern Causal Links Across Modalities

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T17:33:59.066081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64a4c53a-864e-4c0b-9fd9-fecdb4b99063 · outbound

This paper cites Semanti- cally contrastive learning for low-light image enhancement.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Semanti- cally contrastive learning for low-light image enhancement

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.701475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5a4dd5d8-5e76-4988-b0bd-e8ab0381f515 · outbound

This paper cites Learning hierarchical dynamics with spatial adjacency for image enhancement.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Learning hierarchical dynamics with spatial adjacency for image enhancement

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.691990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 870cff28-fc57-45f7-a156-ab690502d934 · outbound

This paper cites Microsoft coco: Common objects in context.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Microsoft coco: Common objects in context

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.682287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5ac015b4-50ff-40ff-a622-948c8f993d56 · outbound

This paper cites Ll- net: A deep autoencoder approach to natural low-light image enhancement.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Ll- net: A deep autoencoder approach to natural low-light image enhancement

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.671999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ba56ede8-95b9-4d13-b463-967ec928f5fe · outbound

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

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Perceptual quality assessment for multi-exposure image fusion

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.660731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 70648fbf-7458-417d-b7f9-816c343086a8 · outbound

This paper cites completely blind.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement completely blind

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.649826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 08e7e863-8da1-43ff-89a2-cbdc368c3350 · outbound

This paper cites Local color correction using non-linear masking.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Local color correction using non-linear masking

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.640504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 95360275-6404-468b-ae09-10561d8b2a8f · outbound

This paper cites The role of context for object detection and se- mantic segmentation in the wild.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement The role of context for object detection and se- mantic segmentation in the wild

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.629599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eb326f1f-b056-4a75-94e4-54cae704164d · outbound

This paper cites A total variation model for retinex.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement A total variation model for retinex

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.620334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 455b21aa-a7b2-49d9-9bc9-000ca6995b67 · outbound

This paper cites Contrast limited adaptive his- togram equalization image processing to improve the detec- tion of simulated spiculations in dense mammograms.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Contrast limited adaptive his- togram equalization image processing to improve the detec- tion of simulated spiculations in dense mammograms

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.609850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4630277a-80d2-4aa4-87d0-444e9a07c3a9 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Learning transferable visual models from natural language supervi- sion

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T17:33:59.102687Z

Source-reported events for the cited work

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Observation 53ea1b3e-16bb-4b20-85a5-a9e853807955 · outbound

This paper cites Recovery of underwater visibility and structure by polarization analysis.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Recovery of underwater visibility and structure by polarization analysis

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.595200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1dc5135d-8fcb-4536-8503-9952ab5988b8 · outbound

This paper cites Causality for machine learning.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Causality for machine learning

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.586446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9e1e3dd7-cd9c-49e9-8ff0-2ddb06f505ee · outbound

This paper cites VmambaIR: Visual State Space Model for Image Restoration.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement VmambaIR: Visual State Space Model for Image Restoration

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T17:33:59.112445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 757a7e94-4653-4a03-85db-64d5cc0a8022 · outbound

This paper cites Causal infer- ence under multiple versions of treatment.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Causal infer- ence under multiple versions of treatment

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.577301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2efc7063-574f-4a46-b170-170fc625bbad · outbound

This paper cites Fourllie: Boosting low-light image enhancement by fourier frequency informa- tion.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Fourllie: Boosting low-light image enhancement by fourier frequency informa- tion

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.568445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 16c3fba4-c063-475a-aa61-35bdff12fd2a · outbound

This paper cites Cor- relation matching transformation transformers for uhd image restoration.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Cor- relation matching transformation transformers for uhd image restoration

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.558525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 36a6be6b-c915-4830-aab5-c623d991ded3 · outbound

This paper cites Deep high-resolution represen- tation learning for visual recognition.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Deep high-resolution represen- tation learning for visual recognition

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.548757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e7efc235-8275-455b-9b7a-3cc08b1b6091 · outbound

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

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Nat- uralness preserved enhancement algorithm for non-uniform illumination images

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.539393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b74d5be6-d3aa-4b9d-a583-5c1ea7c70e27 · outbound

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

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Deep Retinex Decomposition for Low-Light Enhancement

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T17:33:59.131525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be69b5a2-e9d6-4689-9bca-9a89e00d8a24 · outbound

This paper cites Learning semantic-aware knowledge guidance for low-light image enhancement.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Learning semantic-aware knowledge guidance for low-light image enhancement

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.530128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 60bde59c-2727-4d75-9eaf-31749db72c9e · outbound

This paper cites Snr-aware low-light image enhancement.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Snr-aware low-light image enhancement

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.520968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a06de051-cffd-478a-b4b2-1e07737ae3c9 · outbound

This paper cites Low-light image enhancement via structure modeling and guidance.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Low-light image enhancement via structure modeling and guidance

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.511835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 58b48dd3-54fe-4d06-893a-e66a957ce2db · outbound

This paper cites Causality-invariant interactive mining for cross-modal sim- ilarity learning.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Causality-invariant interactive mining for cross-modal sim- ilarity learning

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.503132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e01d18b8-344e-4903-bb4a-cb4efc64c6aa · outbound

This paper cites Learning Adaptive Lighting via Channel-Aware Guidance.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Learning Adaptive Lighting via Channel-Aware Guidance

Reference 47

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:33:59.266645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f78bcac6-0e8b-4282-9c80-413fe92ed517 · outbound

This paper cites Learning to see low-light images via feature domain adaptation.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Learning to see low-light images via feature domain adaptation

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.493675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 199d7b12-67d2-48ba-b773-0431fa88f412 · outbound

This paper cites Implicit neural representation for cooperative low-light image enhancement.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Implicit neural representation for cooperative low-light image enhancement

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.483897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 28414f53-4328-4148-917d-4189ab7f8306 · outbound

This paper cites Advancing image under- standing in poor visibility environments: A collective bench- mark study.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Advancing image under- standing in poor visibility environments: A collective bench- mark study

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.474452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e8760810-ae35-48f5-b616-9a03566b9cf6 · outbound

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

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Sparse gradient regularized deep retinex network for robust low-light image enhancement

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.465103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cb7a65f9-e80f-4548-b1b6-2b15cf2ca705 · outbound

This paper cites Learning enriched features for real image restoration and enhancement.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Learning enriched features for real image restoration and enhancement

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.454276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 26243831-d864-4c7b-bd74-cecd7fe5e7d6 · outbound

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

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Dmfourllie: Dual-stage and multi-branch fourier network for low-light image enhancement

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.445282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 973ecb5a-b335-492c-bfc2-d84a75f2c3b7 · outbound

This paper cites Cross-modal guided and refinement- enhanced retinex network for robust low-light image en- hancement.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Cross-modal guided and refinement- enhanced retinex network for robust low-light image en- hancement

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.435220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 96c6d083-f775-4bcc-8c55-aafd440893c6 · outbound

This paper cites Towards Optimal Aggregation of Varying Range Dependencies in Haze Removal.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Towards Optimal Aggregation of Varying Range Dependencies in Haze Removal

Reference 55

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:33:59.252015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 32f8e524-cf3a-4190-9089-46d340c61755 · outbound

This paper cites LLEMamba: Low-Light Enhancement via Relighting-Guided Mamba with Deep Unfolding Network.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement LLEMamba: Low-Light Enhancement via Relighting-Guided Mamba with Deep Unfolding Network

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T17:33:59.177050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 070e9c09-9d54-4f52-b6b9-6e5286ff99dd · outbound

This paper cites Kindling the darkness: A practical low-light image enhancer.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Kindling the darkness: A practical low-light image enhancer

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.426754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 07415343-34b7-41e8-9768-d2f698eec0ff · outbound

This paper cites Beyond brightening low-light images.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Beyond brightening low-light images

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.416961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d6e52c2c-aaab-478d-aab0-f4f7fdec48a7 · outbound

This paper cites Deep color consistent network for low-light image enhancement.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Deep color consistent network for low-light image enhancement

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.408125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6a449716-0f1b-474f-9eeb-4be138270e95 · outbound

This paper cites Eemefn: Low-light image enhancement via edge-enhanced multi- exposure fusion network.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Eemefn: Low-light image enhancement via edge-enhanced multi- exposure fusion network

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.398385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8fdffa10-4043-4bfc-a1a3-c5266945fe2e · outbound

This paper cites Wave-mamba: Wavelet state space model for ultra-high- definition low-light image enhancement.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Wave-mamba: Wavelet state space model for ultra-high- definition low-light image enhancement

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.388110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 47a76a85-9826-411e-a9c2-83b164851363 · outbound

This paper cites In the first row, SKF-SNR produces distorted and overexposed results, which negatively impact the vi- sual quality.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement In the first row, SKF-SNR produces distorted and overexposed results, which negatively impact the vi- sual quality

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.377887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8f0733f3-8e2b-462d-8319-f99c27aae939 · outbound

This paper cites SKF-SNR fails to achieve sufficient bright- ness enhancement, while UHDFormer and Wave-Mamba produce reasonable brightness but suffer from blurriness and lack of detail.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement SKF-SNR fails to achieve sufficient bright- ness enhancement, while UHDFormer and Wave-Mamba produce reasonable brightness but suffer from blurriness and lack of detail

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.368560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d16919ea-94af-4c33-af0c-e5839f9b132b · outbound

This paper cites SKF-SNR produces unnatural flame colors and insufficient brightness enhancement.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement SKF-SNR produces unnatural flame colors and insufficient brightness enhancement

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.358761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4e9ff404-4690-4fac-81f7-06ea4891f747 · outbound

This paper cites Similar to the MEF dataset, SKF-SNR fails to provide sufficient brightness enhancement, and both UHD- Former and Wave-Mamba suffer from blurriness.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement Similar to the MEF dataset, SKF-SNR fails to provide sufficient brightness enhancement, and both UHD- Former and Wave-Mamba suffer from blurriness

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.348759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 045bec81-680d-4eec-a88a-d451825a94d1 · outbound

This paper cites SKF-SNR generates distorted enhancement re- sults with significant noise artifacts.

CWNet: Causal Wavelet Network for Low-Light Image Enhancement SKF-SNR generates distorted enhancement re- sults with significant noise artifacts

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:33:59.339435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 4dec29f0-d260-4c8c-a55d-dbc5dcf4c23d · inbound

SPJFNet: Self-Mining Prior-Guided Joint Frequency Enhancement for Ultra-Efficient Dark Image Restoration cites this paper.

SPJFNet: Self-Mining Prior-Guided Joint Frequency Enhancement for Ultra-Efficient Dark Image Restoration CWNet: Causal Wavelet Network for Low-Light Image Enhancement

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T00:58:03.227690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89384279-8e64-4e92-a4e7-5a550d9ff3ee · inbound

Uncertainty-Aware Spatial Color Correlation for Low-Light Image Enhancement cites this paper.

Uncertainty-Aware Spatial Color Correlation for Low-Light Image Enhancement CWNet: Causal Wavelet Network for Low-Light Image Enhancement

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T00:55:40.536501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0263d651-1e31-45fc-bf2e-3db9ff763fa0 · inbound

RPCASSM: Robust PCA State Space Model For Infrared Small Target Detection cites this paper.

RPCASSM: Robust PCA State Space Model For Infrared Small Target Detection CWNet: Causal Wavelet Network for Low-Light Image Enhancement

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:36:17.458052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.