Paper Citation Record · LEDGER

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing

As of 8 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2505.23102.

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

pith.paper-citation-record.v1
2505.23102 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:59:35.664796Z

measured 30 of 30 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:59:32.825865Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T12:59:36.006242Z

Reference resolution

29 of 29 outbound references displayed

verified exact1
verified fuzzy23
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 98cb06cd-065d-413c-924b-8608b0d6706f · outbound

This paper cites This degradation impacts both human per- ception and performance of computer vision tasks such as image recognition and object detection.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing This degradation impacts both human per- ception and performance of computer vision tasks such as image recognition and object detection

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:40.319536Z

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 15817816-cda0-4d3f-babf-556afbe03113 · outbound

This paper cites an unresolved cited work.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:59:40.102235Z

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 889f0dfb-6eff-4b2e-b035-a53d8aeb22cc · outbound

This paper cites Experimental Settings Implementations and training details.We used the VOC 2007 trainval dataset [22] for training.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Experimental Settings Implementations and training details.We used the VOC 2007 trainval dataset [22] for training

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:39.912296Z

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 5b6badb1-0b04-4179-bb50-60de6e00a694 · outbound

This paper cites Our approach addresses both low-light and multi-exposure image enhancement challenges while maintaining computational efficiency.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Our approach addresses both low-light and multi-exposure image enhancement challenges while maintaining computational efficiency

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:39.781386Z

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 68d158ca-37cc-40bd-b5fe-3fb79e8eb7ae · outbound

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

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Iterative prompt learning for unsupervised backlit image enhancement,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:39.086722Z

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 833f074d-1269-4473-9b8d-44e5fd0c95ef · outbound

This paper cites Retinex-inspired unrolling with co- operative prior architecture search for low-light image enhancement,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Retinex-inspired unrolling with co- operative prior architecture search for low-light image enhancement,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:39.611711Z

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 95077905-cc12-42d3-b9eb-3f033f87f5df · outbound

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

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Toward fast, flexible, and robust low- light image enhancement,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:39.441929Z

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 6a147224-f60f-44ed-a519-aa4eee0e733e · outbound

This paper cites CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing

Reference 8

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T12:59:36.081151Z

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 df4b7c34-ec95-45b3-9696-bbd96494265d · outbound

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

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Zero-reference deep curve estimation for low-light im- age enhancement,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:39.235800Z

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 ab045bd3-30e6-4b0f-8b32-3bdee7c45132 · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Learning Transferable Visual Models From Natural Language Supervision

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:33.690176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4fdcc3a-1c05-4f41-8b9c-1ec25fbe990d · outbound

This paper cites Unsupervised image prior via prompt learning and CLIP semantic guidance for low-light image en- hancement,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Unsupervised image prior via prompt learning and CLIP semantic guidance for low-light image en- hancement,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:38.826417Z

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 d09e08aa-2626-498a-90f5-614a9c1979f8 · outbound

This paper cites Leveraging Content and Context Cues for Low-Light Image Enhancement.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Leveraging Content and Context Cues for Low-Light Image Enhancement

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:59:35.893489Z

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 d2ab4dcf-7586-4dd7-9461-37b48f400c4f · outbound

This paper cites Exploring CLIP for assessing the look and feel of im- ages,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Exploring CLIP for assessing the look and feel of im- ages,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:38.624047Z

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 42aef23c-a238-41f2-95ae-c51978f0341e · outbound

This paper cites CLIPtone: Unsupervised learning for text-based image tone adjustment,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing CLIPtone: Unsupervised learning for text-based image tone adjustment,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:38.389415Z

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 3229a2fb-c10b-4c4f-b684-e24fdceef613 · outbound

This paper cites Discover- ing an image-adaptive coordinate system for photogra- phy processing,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Discover- ing an image-adaptive coordinate system for photogra- phy processing,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:38.251981Z

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 b4825481-5aa2-4864-9a89-1a6fdc96f4af · outbound

This paper cites ERUP-YOLO: Enhancing Object Detection Robustness for Adverse Weather Condition by Unified Image-Adaptive Processing.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing ERUP-YOLO: Enhancing Object Detection Robustness for Adverse Weather Condition by Unified Image-Adaptive Processing

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:34.316660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72f8d259-681f-4f4a-917e-f5f5e5588737 · outbound

This paper cites Learning to control camera exposure via reinforcement learning,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Learning to control camera exposure via reinforcement learning,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:38.132407Z

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 db3f3904-656f-4902-a86d-3da7b998bb6a · outbound

This paper cites AdaptiveISP: Learning an adaptive image signal processor for object detection,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing AdaptiveISP: Learning an adaptive image signal processor for object detection,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:38.025219Z

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 0d46cf53-6d28-4299-8b94-1a3927eb05fe · outbound

This paper cites Exposure: A white-box photo post- processing framework,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Exposure: A white-box photo post- processing framework,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:37.901801Z

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 c124f90a-937f-427f-b815-845bcffa5ad5 · outbound

This paper cites Rellie: Deep reinforcement learning for cus- tomized low-light image enhancement,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Rellie: Deep reinforcement learning for cus- tomized low-light image enhancement,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:37.784924Z

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 614e45fa-cbf3-4d6d-9205-35f653bb6a19 · outbound

This paper cites Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:37.640022Z

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 a968defe-b2a5-4abc-8688-ec7db7febb85 · outbound

This paper cites Soft Actor-Critic Algorithms and Applications.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Soft Actor-Critic Algorithms and Applications

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:34.925866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91f27ed0-ba67-4004-a1d3-b10f49e630da · outbound

This paper cites Getting to know low-light images with the exclusively dark dataset,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Getting to know low-light images with the exclusively dark dataset,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:37.448378Z

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 e58fd9df-a4f8-4093-bacc-6d70a5d5aec2 · outbound

This paper cites Deep retinex decomposition for low-light en- hancement,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Deep retinex decomposition for low-light en- hancement,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:37.214496Z

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 69123d85-cf27-447a-9ee6-d89028794025 · outbound

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

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Sparse gradient regularized deep retinex network for robust low-light image en- hancement,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:37.055051Z

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 69e8e396-4257-4b04-9014-60ed7df15097 · outbound

This paper cites Learn- ing a deep single image contrast enhancer from multi- exposure images,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing Learn- ing a deep single image contrast enhancer from multi- exposure images,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:36.826787Z

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 15efa46f-e43b-4f3f-80b6-d204b410e2fb · outbound

This paper cites The pascal visual object classes (voc) challenge,.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing The pascal visual object classes (voc) challenge,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:36.624392Z

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 1a389642-9d67-4a2f-a7e2-17ea6a8f566a · outbound

This paper cites B ´ezier-Curve Tone Adjustment (Sec.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing B ´ezier-Curve Tone Adjustment (Sec

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:36.401977Z

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 d7cb0b70-99eb-4e16-bcec-eb3d66e6c088 · outbound

This paper cites a good photo of cat.

CURVE: CLIP-Utilized Reinforcement Learning for Visual Image Enhancement via Simple Image Processing a good photo of cat

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:36.196224Z

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 6a147224-f60f-44ed-a519-aa4eee0e733e · inbound